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cv.yaml
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name:
first: Brandon
last: Amos
email: [email protected]
pdf: /data/cv.pdf
src: https://github.com/bamos/cv
url: "bamos.github.io"
social:
github: bamos
twitter: brandondamos
linkedin: bdamos
google_scholar: d8gdZR4AAAAJ
# LaTeX formatting
style: banking # casual, classic, oldstyle, or banking
color: blue # blue, orange, green, red, purple, grey and black
color2: '0.25,0.25,0.25' # Make the font under the name a darker grey.
order:
- [about, NONE]
- [current_position, Current Positions]
- [education, Education]
- [positions, Previous Positions]
- [honors, Honors \& Awards]
- [all_publications, Publications]
- [repos, Open Source Repositories]
# - [NEWPAGE, NONE]
- [talks, Invited Talks]
- [advising, Interns and Students]
- [service, Professional Activities]
- [teaching, Teaching]
- [skills, Skills]
# - [NEWPAGE, NONE]
about: |
<p align='justify'>
I am a research scientist in the
<b>Fundamental AI Research (FAIR)</b>
group at
<b>Meta</b> in NYC and also
teach machine learning at <b>Cornell Tech</b>.
I study foundational topics in <b>machine learning</b> and
<b>optimization</b>, recently involving
reinforcement learning, control, optimal transport, and geometry.
My research is on learning systems that understand and interact with our world
and focuses on integrating structural information and domain knowledge into
these systems to represent non-trivial reasoning operations.
</p><br>
current_position:
- place: Meta, Fundamental AI Research (FAIR)
location: New York City
title: Research Scientist
dates: 2019 -- Present
- place: Cornell Tech
location: New York City
title: Visiting Lecturer
dates: 2024 -- Present
education:
- school: Carnegie Mellon University
location: Pittsburgh, PA
degree: Ph.D. in Computer Science
dates: 2014 -- 2019 # May 19, 2019
overallGPA: 0.00/0.00
details:
- "Thesis: \\href{https://github.com/bamos/thesis}{\\textit{Differentiable Optimization-Based Modeling for Machine Learning}}"
- "Advisor: \\href{https://zicokolter.com}{J. Zico Kolter}"
- school: Virginia Tech
location: Blacksburg, VA
degree: B.S. in Computer Science
dates: 2011 -- 2014
overallGPA: 3.99/4.00
majorGPA: 4.00/4.00
# - school: Northside High School
# location: Roanoke, VA
# dates: 2011
positions:
- place: Carnegie Mellon University
title: Research Assistant
inline_detail: "with \\href{https://zicokolter.com}{J. Zico Kolter} on ML and optimization"
dates: 2016 -- 2019
- place: Intel Labs
location: Santa Clara
title: Research Intern
dates: 2018
inline_detail: "with \\href{http://vladlen.info/}{Vladlen Koltun} on computer vision"
- place: Google DeepMind
location: London
title: Research Intern
dates: 2017
inline_detail: "with \\href{https://scholar.google.com/citations?user=nzEluBwAAAAJ}{Nando de Freitas} and \\href{http://mdenil.com/}{Misha Denil} on RL"
- place: Carnegie Mellon University
title: Research Assistant
inline_detail: "with \\href{https://www.cs.cmu.edu/~satya/}{Mahadev Satyanarayanan} on mobile systems"
dates: 2014 -- 2016
- place: Adobe Research
location: San Jose
title: Research Intern
dates: 2014
inline_detail: "with \\href{https://research.adobe.com/person/david-tompkins/}{David Tompkins} on distributed systems"
# details:
# - I built a web analytics processing engine using {\bf Scala},
# {\bf Spark}, {\bf Spray}, {\bf Parquet}, and {\bf HDFS}.
- place: Virginia Tech
title: Research Assistant
inline_detail: "with \\href{https://people.cs.vt.edu/~ltw/shortvita.html}{Layne Watson} and \\href{https://dblp.org/pid/75/8682.html}{David Easterling} on optimization"
dates: 2013 -- 2014
# area: Scientific computing, global/stochastic optimization, and bioinformatics
# details:
# - Algorithm development for global and stochastic optimization using quasi-Newton
# methods for {\bf parameter estimation} in
# {\bf Fortran 95} and {\bf OpenMP}.
# - Bioinformatics research on yeast cell modeling using
# {\bf Fortran 95}, {\bf C++}, and {\bf Matlab}.
- place: Virginia Tech
title: Research Assistant
inline_detail: "with \\href{https://www.magnum.io/people/jules.html}{Jules White} and \\href{https://scholar.google.com/citations?user=MRKab9cAAAAJ}{Hamilton Turner} on mobile systems"
dates: 2012 -- 2014
# dates: May 2012 -- May 2014
# area: Mobile systems, cyber-physical systems, and security
# details:
# - Android malware detection research using
# a distributed {\bf Actor-based Scala} system.
#- Modified the {\bf Android source} to provide non-standard logging
# information for dynamic malware analysis.
# - Manufacturing cyber-physical security research implemented
# with {\bf VC\#} and {\bf Python}.
#- Developed {\bf VC\#} and {\bf Python} programs for a pilot study on
# manufacturing cyber-physical security.
#- Assisted {\bf C++} and {\bf Make} development in {\bf Linux} for a
# deployment optimization framework.
- place: Virginia Tech
title: Research Assistant
inline_detail: "with \\href{https://www.ssrg.ece.vt.edu/}{Binoy Ravindran} and \\href{https://scholar.google.com/citations?user=UG5yHRIAAAAJ}{Alastair Murray} on compilers"
dates: 2012 -- 2014
# dates: Nov 2012 -- Mar 2014
# details:
# - Compiler research on a heterogeneous system
# on automatic {\bf OpenMP} to {\bf CUDA}
# translation using {\bf C++} and the {\bf ROSE} compiler framework.
# - Polyhedral loop optimization research to restructure
# {\bf OpenCL} kernels for locality using {\bf LLVM} and {\bf Polly}.
#- '{\bf Scala} and {\bf Bash} development in {\bf Linux}.'
- place: Snowplow
# location: Remote
title: Software Intern
dates: 2013 -- 2014
inline_detail: "Scala development"
# details:
# - Open-source {\bf Scala} development with a startup on the
# Snowplow analytics platform.
# My commits are online at
# \url{https://github.com/snowplow/snowplow/commits?author=bamos}.
# - Developed a new server using {\bf Spray} and {\bf Actors} to store
# {\bf Thrift} events on {\bf Amazon Kinesis}.
# - "Helped port Snowplow's Scala enrichment process to Kinesis."
- place: Qualcomm
location: San Diego
title: Software Intern
inline_detail: "Python and C++ development"
dates: 2013
# details:
# - "I created a specification format language translator for fuzz
# testing with Python."
# - Developed an XML modification {\bf web application} for
# fuzz vector generation.
# Implemented with client-side {\bf HTML} and {\bf js},
# using {\bf D3} for graphics and {\bf Handlebars} for templating.
# - Developed an XML-based grammar translator in {\bf C++} with
# the {\bf Xerces} XML parser in {\bf Linux}.
# Reimplemented in {\bf Python} using the {\bf ElementTree} XML API for
# sophisticated analysis and tree transformations.
- place: Phoenix Integration
location: Virginia
title: Software Intern
dates: 2012
inline_detail: "C++, C\\#, and Java development"
#"{\bf VC++}, {\bf VC\#}, {\bf Java}"
# details:
# - I developed industry software for software integration and
# design process optimization in {\bf VC++}, {\bf VC\#}, and {\bf Java}.
# - Developed industry software in
# {\bf VC++}, {\bf VC\#}, {\bf Java}, and {\bf Tomcat}.
# - Improved the testing ({\bf JUnit} and {\bf NUnit}) and installation
# ({\bf Ant}, {\bf InstallShield}, and {\bf Make}) frameworks.
# - Integrated a new licensing mode into CenterLink, a grid computing
# application, using {\bf FLEXlm} and {\bf Java}.
- place: Sunapsys
location: Virginia
title: Network Administrator Intern
dates: 2011
# dates: Jan 2011 -- Aug 2011
# details:
# - Internship in high school to replace Windows domain, mail,
# DHCP, and DNS servers with virtual {\bf Linux} servers
# using {\bf KVM} and {\bf virsh}.
# - Migrated the office's computers to the Linux servers.
# - Created {\bf Bash} scripts for incremental backups with rsync
# and hard links.
honors:
- title: NeurIPS Top Reviewer
year: 2022
url: https://neurips.cc/Conferences/2022/ProgramCommittee
- title: ICML Outstanding Reviewer
year: 2022
url: https://icml.cc/Conferences/2022/Reviewers
- title: ICLR Outstanding Reviewer
year: 2019
url: https://iclr.cc/Conferences/2019/Awards
- title: NSF Graduate Research Fellowship
year: 2016 -- 2019
- title: Nine undergraduate scholarships
descr: |
Roanoke County Public Schools Engineering,
Salem--Roanoke County Chamber of Commerce,
Papa John's,
Scottish Rite of Freemasonry,
VT Intelligence Community Conter for Academic Excellence,
VT Pamplin Leader,
VT Benjamin F.~Bock, VT Gay B.~Shober, VT I.~Luck Gravett
year: 2011 -- 2014
all_publications:
name: "Amos"
file: all.bib
sort_bib: True
include_image: True
group_by_year: True
error_without_author_url: True
author_urls:
'Aram-Alexandre Pooladian': 'https://arampooladian.com/'
'Carles Domingo-Enrich': 'https://cdenrich.github.io/'
'Aaron Lou': 'https://aaronlou.com/'
'Aditya Grover': 'https://aditya-grover.github.io/'
'Akshay Agrawal': 'https://www.akshayagrawal.com/'
'Alex Hauptmann': 'http://www.cs.cmu.edu/~alex/'
'Alexander Rives': 'https://scholar.google.com/citations?user=vqb78-gAAAAJ'
'Alistair Muldal': 'https://scholar.google.com/citations?user=YfgdfyYAAAAJ'
'Amy Zhang': 'https://amyzhang.github.io/'
'Andrew Gordon Wilson': 'https://cims.nyu.edu/~andrewgw/'
'Anselm Paulus': 'https://scholar.google.com/citations?user=njZL5CQAAAAJ'
'Anupam Das': 'https://anupamdas.org/'
'Arnaud Fickinger': 'https://scholar.google.com/citations?user=bBFN_qwAAAAJ'
'Artem Molchanov': 'https://amolchanov86.github.io/'
'Austin Wang': 'https://scholar.google.com/citations?user=keDqjK0AAAAJ'
'Bartolomeo Stellato': 'https://stellato.io/'
'Bartosz Ludwiczuk': 'https://www.linkedin.com/in/bartosz-ludwiczuk-a677a760'
'Benjamin Gilbert': 'https://github.com/bgilbert'
'Brent Castle': 'https://dblp.org/pid/142/1258.html'
'Byron Boots': 'https://homes.cs.washington.edu/~bboots/'
'Caroline Chen': 'https://www.linkedin.com/in/caroline-chen/'
'Christopher Williams': 'https://scholar.google.com/citations?user=AW81mosAAAAJ'
'Cihan Oguz': 'https://scholar.google.com/citations?user=Z4534DUAAAAJ'
'Cliff Shaffer': 'https://people.cs.vt.edu/shaffer/'
'Chuan Guo': 'https://sites.google.com/view/chuanguo'
'Colmenarejo': 'https://scholar.google.com/citations?user=0Dkf68EAAAAJ'
'Daniel DeTone': 'https://danieldetone.com/'
'Daniel Siewiorek': 'http://www.cs.cmu.edu/~dps/'
'David Easterling': 'https://dblp.org/pid/75/8682.html'
'Deisenroth': 'https://www.deisenroth.cc/'
'Denis Yarats': 'https://cs.nyu.edu/~dy1042/'
'Douwe Kiela': 'https://douwekiela.github.io/'
'Edward Grefenstette': 'https://www.egrefen.com/'
'Eugene Vinitsky': 'https://www.eugenevinitsky.com'
'Franziska Meier': 'https://fmeier.github.io/'
'Geoff Gordon': 'http://www.cs.cmu.edu/~ggordon/'
'Georg Martius': 'https://al.is.mpg.de/person/gmartius'
'Georgina Hall': 'https://sites.google.com/view/georgina-hall'
'Gisella Kakoti': 'https://dblp.org/pid/235/5473.html'
'Giulia Luise': 'https://giulslu.github.io/'
'Guanhang Wu': 'https://scholar.google.com/citations?user=0pF6i38AAAAJ'
'Hamilton Turner': 'https://scholar.google.com/citations?user=MRKab9cAAAAJ'
'Han Zhao': 'https://hanzhaoml.github.io/'
'Heli Ben-Hamu': 'https://helibenhamu.github.io/'
'Hengyuan Hu': 'https://scholar.google.com/citations?user=sJwwn54AAAAJ'
'Ievgen Redko': 'https://ievred.github.io'
'Ilya Kostrikov': 'https://scholar.google.com/citations?user=PTS2AOgAAAAJ'
'Ivan Dario Jimenez Rodriguez': 'https://ivandariojr.io/'
'Jack Richter-Powell': 'https://scholar.google.com/citations?hl=es&user=L78pVMMAAAAJ'
'Jacob Sacks': 'https://scholar.google.com/citations?user=Th4PuGkAAAAJ'
'Jaime A. Camelio': 'https://scholar.google.com/citations?user=tWmVBNwAAAAJ'
'Jakob Foerster': 'https://www.jakobfoerster.com/'
'Jan Harkes': 'https://scholar.google.com/citations?user=jj5tN8sAAAAJ'
'Jason Liu': 'https://www.linkedin.com/in/jasonliu6/'
'Jing Dong': 'https://www.linkedin.com/in/jing-dong-24b26ab3/'
'Joelle Pineau': 'https://www.cs.mcgill.ca/~jpineau/'
'Joey Bose': 'https://joeybose.github.io/'
'John Tyson': 'https://scholar.google.com/citations?user=syETjMMAAAAJ'
'Jonathan Lorraine': 'https://scholar.google.com/citations?user=Hzf8bu0AAAAJ'
'Joseph Ortiz': 'https://joeaortiz.github.io/'
'Joshua Meier': 'https://scholar.google.com/citations?user=2M0OltAAAAAJ'
'Jules White': 'https://scholar.google.com/citations?user=10HSX90AAAAJ'
'Junjue Wang': 'https://www.junjuewang.com'
'K S Sesh Kumar': 'https://scholar.google.co.in/citations?user=FPVUA-YAAAAJ'
'Khalid Elgazzar': 'https://scholar.google.com/citations?user=R9r5_GIAAAAJ'
'Kiryong Ha': 'http://krha.kr/'
'Kyunghyun Cho': 'https://kyunghyuncho.me/'
'Laurent Dinh': 'https://laurent-dinh.github.io/'
'Layne T. Watson': 'https://people.cs.vt.edu/~ltw/shortvita.html'
'Lei Xu': 'https://leixx.io/'
'Lu Jiang': 'http://www.lujiang.info/'
'Luis Pineda': 'https://scholar.google.com/citations?user=rebEn8oAAAAJ'
'Mahadev Satyanarayanan': 'https://www.cs.cmu.edu/~satya/'
'Maurizio Monge': 'https://scholar.google.com/citations?user=gpgb4LgAAAAJ'
'Maximilian Nickel': 'https://maxn.io/'
'Michal Rol': 'https://mrolinek.github.io/'
'Mikael Henaff': 'https://www.mikaelhenaff.com/'
'Minghan Chen': 'https://chenm.sites.wfu.edu/publications/'
'Misha Denil': 'https://mdenil.com/'
'Musil': 'https://scholar.google.com/citations?user=hA1rlU4AAAAJ'
'Mustafa Mukadam': 'https://www.mustafamukadam.com/'
'Nando de Freitas': 'https://scholar.google.com/citations?user=nzEluBwAAAAJ'
'Nathan Lambert': 'https://www.natolambert.com/'
'Nathan Lichtlé': 'https://www.nathanlct.com/about'
'Nigel Davies': 'https://www.lancaster.ac.uk/sci-tech/about-us/people/nigel-davies'
'Nina Taft': 'https://scholar.google.com/citations?user=BItCgjYAAAAJ'
'Noam Brown': 'https://noambrown.github.io/'
'Norman Sadeh': 'https://www.normsadeh.org/'
'Omry Yadan': 'https://scholar.google.com/citations?user=zSsW478AAAAJ'
'Padmanabhan Pillai': 'https://www.andrew.cmu.edu/user/pspillai/'
'Paloma Sodhi': 'https://psodhi.github.io/'
'Phu Mon Htut': 'https://phumonhtut.me/'
'Pieter Simoens': 'https://www.ugent.be/ea/idlab/en/members/pieter-simoens.htm'
'Priya L. Donti': 'https://priyadonti.com/'
'Qinqing Zheng': 'https://enosair.github.io/'
'Rajiv Sambharya': 'https://rajivsambharya.github.io/'
'Ricky Chen': 'https://scholar.google.com/citations?user=7MxQd6UAAAAJ'
'Ricky T. Q. Chen': 'https://scholar.google.com/citations?user=7MxQd6UAAAAJ'
'Rob Fergus': 'https://scholar.google.com/citations?user=GgQ9GEkAAAAJ&h'
'Robert Parker': 'https://ieeexplore.ieee.org/author/37085729541'
'Robert Verkuil': 'https://dblp.org/pid/296/8930.html'
'Roberta Klatzky': 'https://scholar.google.com/citations?user=wUPKh58AAAAJ'
'Roberto Calandra': 'https://www.robertocalandra.com/about/'
'Rohit Upadhyaya': 'https://dblp.org/pid/207/9123.html'
'Samuel Cohen': 'https://scholar.google.com/citations?user=CmdjfTsAAAAJ'
'Samuel Stanton': 'https://samuelstanton.github.io/'
'Sarah Clinch': 'http://www.sclinch.com/'
'Serkan Cabi': 'https://scholar.google.com/citations?user=l-HhJaUAAAAJ'
'Shane Barratt': 'https://scholar.google.com/citations?user=HmCZLyoAAAAJ'
'Shobha': 'https://scholar.google.com/citations?user=BFWurDEAAAAJ'
'Siyan Zhao': 'https://scholar.google.com/citations?user=0OpjwCMAAAAJ'
'Soumith Chintala': 'https://soumith.ch/'
'Stephen Boyd': 'https://web.stanford.edu/~boyd/'
'Steven Diamond': 'https://stevendiamond.me/'
'Stuart Anderson': 'https://scholar.google.com/citations?user=8orqBsYAAAAJ'
'Stuart Russell': 'http://people.eecs.berkeley.edu/~russell/'
'Tameem Adel': 'https://tameemadel.wordpress.com/'
'Taosha Fan': 'https://scholar.google.com/citations?user=3PJeg1wAAAAJ'
'Terenin': 'https://avt.im/'
'Thacker': 'https://scholar.google.com/citations?user=2I6IgikAAAAJ'
'Thomas Eiszler': 'https://dblp.org/pid/207/9122.html'
'Thomas Roth': 'https://dblp.org/pid/188/6045.html'
'Tom Erez': 'https://scholar.google.com/citations?user=gVFnjOcAAAAJ'
'Tom Sercu': 'https://tom.sercu.me/'
'Tricity Andrew': 'https://scholar.google.com/citations?user=qpRt_KYAAAAJ'
'Trosset': 'https://mtrosset.pages.iu.edu/'
'Tuomas Sandholm': 'http://www.cs.cmu.edu/~sandholm/'
'Vladlen Koltun': 'http://vladlen.info/'
'Wenlu Hu': 'http://www.cs.cmu.edu/~wenluh/'
'William Baumann': 'https://scholar.google.com/citations?user=fAmU38gAAAAJ'
'Wolfgang Richter': 'https://scholar.google.com/citations?user=vU6bKxEAAAAJ'
'Xiaomeng Yang': 'https://www.linkedin.com/in/xiaomeng-yang-356a976b/'
'Yang Cao': 'https://people.cs.vt.edu/~ycao/'
'Yann LeCun': 'http://yann.lecun.com/'
'Yannik Pitcan': 'https://scholar.google.com/citations?user=jmM-JlIAAAAJ'
'Yaron Lipman': 'https://www.wisdom.weizmann.ac.il/~ylipman/'
'Ying Gao': 'https://www.linkedin.com/in/joelyinggao/'
'Yoshihisa Abe': 'https://dblp.org/pid/18/1620.html'
'Yuandong Tian': 'https://yuandong-tian.com/'
'Yu Xiao': 'https://scholar.google.com/citations?user=ZeRhyWsAAAAJ'
'Yuval Tassa': 'https://scholar.google.com/citations?user=CjOTm_4AAAAJ'
'Zeming Lin': 'https://scholar.google.com/citations?user=ZDjmMuwAAAAJ'
'Zhuo Chen': 'https://scholar.google.com/citations?user=-wKpBNkAAAAJ'
'Zico Kolter': 'https://zicokolter.com/'
'Dishank Bansal': 'https://dishank-b.github.io/'
'Matthew Retchin': 'https://www.linkedin.com/in/matthew-retchin/'
'Steven Brunton': 'https://www.eigensteve.com/'
'Shuran Song': 'https://shurans.github.io/'
'Arman Zharmagambetov': 'https://arman-z.github.io/'
'Aaron Ferber': 'https://scholar.google.com/citations?user=TuVq07oAAAAJ'
'Taoan Huang': 'https://taoanhuang.github.io/'
'Bistra Dilkina': 'https://scholar.google.com/citations?user=1jjyaBYAAAAJ'
'Yuandong Tian': 'https://yuandong-tian.com/'
'Jiequn Han': 'https://scholar.google.com/citations?user=el5gT4AAAAAJ'
'Joan Bruna': 'https://cims.nyu.edu/~bruna/'
'Mattia Silvestri': 'https://scholar.google.com/citations?user=yHEb8eAAAAAJ'
'Senne Berden': 'https://scholar.google.com/citations?user=sMtjmx4AAAAJ'
'Jayanta Mandi': 'https://jayantamandi.com/'
'Ali İrfan Mahmutoğulları': 'https://scholar.google.com/citations?user=muyZLrYAAAAJ'
'Tias Guns': 'https://people.cs.kuleuven.be/~tias.guns/'
'Michele Lombardi': 'https://scholar.google.com/citations?user=lJJ6EOMAAAAJ'
'Lazar Atanackovic': 'https://lazaratan.github.io/'
'Xi Zhang': 'https://scholar.google.com/citations?user=CblgXekAAAAJ'
'Mathieu Blanchette': 'https://www.cs.mcgill.ca/~blanchem/'
'Leo J Lee': 'https://scholar.google.ca/citations?user=DN3LoTEAAAAJ'
'Yoshua Bengio': 'https://yoshuabengio.org/profile/'
'Alexander Tong': 'https://www.alextong.net/'
'Kirill Neklyudov': 'https://necludov.github.io/'
'Sanae Lotfi': 'https://sanaelotfi.github.io/'
'Yilun Kuang': 'https://yilunkuang.github.io/'
'Marc Anton Finzi': 'https://mfinzi.github.io/'
'Micah Goldblum': 'https://goldblum.github.io/'
'Buu Phan': 'https://truongbuu.github.io/'
'Itai Gat': 'https://itaigat.com/'
'Marton Havasi': 'https://mhavasi.github.io/'
'Matthew Muckley': 'https://mmuckley.github.io/'
'Karen Ullrich': 'https://karenullrich.info/'
'Da JU': 'https://scholar.google.com/citations?user=YW5jp5QAAAAJ'
'Song Jiang': 'https://scholar.google.com/citations?user=SjbhMQEAAAAJ'
'Andrew Cohen': 'https://scholar.google.com/citations?user=v1Frtb0AAAAJ'
'Aaron Foss': 'https://openreview.net/profile?id=~Aaron_Foss1'
'Sasha Mitts': 'https://scholar.google.com/citations?user=ncFsSKMAAAAJ'
'Xian Li': 'https://scholar.google.com/citations?user=v_sIgawAAAAJ'
'Justine T Kao': 'https://scholar.google.com/citations?hl=es&user=Y9BLeTAAAAAJ'
'Maryam Fazel-Zarandi': 'https://scholar.google.com/citations?user=7-a1MKEAAAAJ'
'Doron Haviv': 'https://doronhav.github.io/'
"Dana Pe'er": 'https://scholar.google.com/citations?user=aJOeGRoAAAAJ'
repos:
- repo_url: https://github.com/facebookresearch/advprompter
year: 2024
desc: Fast Adaptive Adversarial Prompting for LLMs
- repo_url: https://github.com/facebookresearch/lagrangian-ot
year: 2024
desc: Lagrangian OT
- repo_url: https://github.com/lazaratan/meta-flow-matching
year: 2024
desc: Meta Flow Matching
- repo_url: https://github.com/facebookresearch/soc-matching
year: 2024
desc: Stochastic Optimal Control Matching
- repo_url: https://github.com/kuleshov/cornell-cs5785-2024-applied-ml
year: 2024
desc: Slides for our applied ML course
- repo_url: https://github.com/facebookresearch/amortized-optimization-tutorial
year: 2023
desc: Tutorial on amortized optimization
- repo_url: https://github.com/facebookresearch/taskmet
year: 2023
desc: "TaskMet: Task-Driven Metric Learning for Model Learning"
- repo_url: https://github.com/facebookresearch/w2ot
year: 2023
desc: Wasserstein-2 optimal transport in JAX
- repo_url: https://github.com/facebookresearch/LANCER
year: 2023
desc: Landscape Surrogate Learning Decision Losses
- repo_url: https://github.com/facebookresearch/theseus
year: 2022
desc: Differentiable non-linear optimization library
- repo_url: https://github.com/facebookresearch/meta-ot
year: 2022
desc: Meta Optimal Transport
- repo_url: https://github.com/bamos/presentations
year: 2022
desc: Source for my major presentations
- repo_url: https://github.com/facebookresearch/gwil
year: 2022
desc: Gromov-Wasserstein Cross Domain Imitation Learning
- repo_url: https://github.com/facebookresearch/nocturne
year: 2022
desc: A partially-observable multi-agent driving simulator
- repo_url: https://github.com/facebookresearch/rcpm
year: 2021
desc: Riemannian Convex Potential Maps
- repo_url: https://github.com/facebookresearch/svg
year: 2021
desc: Model-based stochastic value gradient
- repo_url: https://github.com/facebookresearch/mbrl-lib
year: 2021
desc: Model-based reinforcement learning library
- repo_url: https://github.com/martius-lab/CombOptNet
year: 2021
desc: CombOptNet
- repo_url: https://github.com/samcohen16/Aligning-Time-Series
year: 2021
desc: Aligning time series on incomparable spaces
- repo_url: https://github.com/facebookresearch/neural_stpp
year: 2021
desc: Neural Spatio-Temporal Point Processes
- repo_url: https://github.com/facebookresearch/neural-scs
year: 2021
desc: Neural Fixed-Point Acceleration for SCS
- repo_url: https://github.com/rtqichen/torchdiffeq
year: 2021
desc: PyTorch Differentiable ODE Solvers (differentiable event handling)
- repo_url: https://github.com/facebookresearch/dcem
year: 2020
desc: The Differentiable Cross-Entropy Method
- repo_url: https://github.com/facebookresearch/higher
year: 2019
desc: PyTorch higher-order gradient and optimization library
- repo_url: https://github.com/bamos/thesis
year: 2019
desc: Ph.D.~Thesis LaTeX source code
- repo_url: https://github.com/cvxgrp/cvxpylayers
year: 2019
desc: Differentiable Convex Optimization Layers
- repo_url: https://github.com/locuslab/lml
year: 2019
desc: The Limited Multi-Label Projection Layer
- repo_url: https://github.com/locuslab/mpc.pytorch
year: 2018
desc: Differentiable PyTorch Model Predictive Control library
- repo_url: https://github.com/locuslab/differentiable-mpc
year: 2018
desc: Differentiable MPC experiments
- repo_url: https://github.com/locuslab/icnn
year: 2017
desc: Input Convex Neural Network experiments
- repo_url: https://github.com/locuslab/optnet
year: 2017
desc: OptNet experiments
- repo_url: https://github.com/locuslab/qpth
www: https://locuslab.github.io/qpth/
year: 2017
desc: Differentiable PyTorch QP solver
- repo_url: https://github.com/bamos/densenet.pytorch
year: 2017
desc: PyTorch DenseNet implementation
- repo_url: https://github.com/bamos/block
year: 2017
desc: Intelligent block matrix constructions
- repo_url: https://github.com/bamos/setGPU
year: 2017
desc: Automatically use the least-loaded GPU
- repo_url: https://github.com/bamos/dcgan-completion.tensorflow
year: 2016
desc: Image completion with GANs
- repo_url: https://github.com/cmusatyalab/openface
www: http://cmusatyalab.github.io/openface/
year: 2015
desc: Face recognition with deep neural networks
- repo_url: https://github.com/bamos/girl
year: 2015
desc: GitHub README link checker
- repo_url: https://github.com/bamos/conference-tracker
year: 2015
desc: Minimal conference tracker
- repo_url: https://github.com/vtopt/qnstop
year: 2014
desc: Fortran quasi-Newton stochastic optimization library
- repo_url: https://github.com/bamos/snowglobe
year: 2014
desc: Haskell-driven, self-hosted web analytics with minimal configuration
- repo_url: https://github.com/bamos/zsh-history-analysis
year: 2014
desc: Analyze and plot your zsh history
- repo_url: https://github.com/bamos/beamer-snippets
year: 2014
desc: Beamer and TikZ snippets
- repo_url: https://github.com/bamos/latex-templates
year: 2013
desc: LaTeX templates
- repo_url: https://github.com/cparse/cparse
year: 2013
desc: C++ expression parser using Dijkstra's shunting-yard algorithm
- repo_url: https://github.com/bamos/cv
year: 2013
desc: "Source for this CV: Creates LaTeX/Markdown from YAML/BibTeX"
- repo_url: https://github.com/bamos/parsec-benchmark
year: 2013
desc: PARSEC benchmark support for Arch Linux
- repo_url: https://github.com/bamos/python-scripts
year: 2013
desc: Short and fun Python scripts
- repo_url: https://github.com/bamos/reading-list
year: 2013
desc: YAML reading list and notes system
- repo_url: https://github.com/bamos/dotfiles
year: 2012
desc: $\varheart$ Linux, xmonad, emacs, vim, zsh, tmux
talks:
- title: Transport and flows on distributions over distributions
location: Genesis Therapeutics
year: 2024
- title: Transport and flows on distributions over distributions
location: UT Austin
year: 2024
- title: On LLM prompt optimization and amortization
url: https://bamos.github.io/presentations/2024/10/27/prompt-optimization-and-amortization.html
location: Dagstuhl Seminar on ML for CO
location_url: https://www.dagstuhl.de/24441
year: 2024
- title: Amortized optimization for optimal transport and LLM attacks
url: https://bamos.github.io/presentations/2024/07/01/amortized-optimization-for-OT-and-LLMs.html
location: ISMP
year: 2024
- title: Differentiable optimization for robotics
url: https://bamos.github.io/presentations/2024/07/01/differentiable-optimization-and-robotics.html
location: RSS Optimization for Robotics Workshop
location_url: https://sites.google.com/robotics.utias.utoronto.ca/frontiers-optimization-rss24/schedule
year: 2024
- title: Amortized optimization-based reasoning for AI
url: https://bamos.github.io/presentations/2024/07/01/amortized-optimization-and-AI.html
location: University of Amsterdam
year: 2024
- title: End-to-end learning geometries for graphs, dynamical systems, and regression
url: https://bamos.github.io/presentations/2024/02/01/e2e-geometries.html
location: LoG New York
location_url: https://logmeetupnyc.github.io/
year: 2024
- title: "Amortized optimization for optimal transport"
url: https://bamos.github.io/presentations/2023/01/01/amortized-optimal-transport.html
location: 'NeurIPS Optimal Transport and ML Workshop'
location_url: https://otmlworkshop.github.io/schedule/
year: 2023
- title: "On optimal control and machine learning"
url: https://bamos.github.io/presentations/2023/01/01/control-learning.html
location: 'ICML Control and Dynamical Systems Workshop'
location_url: https://frontiers4lcd.github.io/
year: 2023
- title: "Tutorial on amortized optimization"
url: https://bamos.github.io/presentations/2023/01/01/amortized-optimization.html
location: Brown University
year: 2023
- title: "Learning with differentiable and amortized optimization"
url: https://bamos.github.io/presentations/2023/01/01/differentiable-amortized-optimization.html
location: NYU AI Seminar
year: 2023
- title: "Learning with differentiable and amortized optimization"
url: https://bamos.github.io/presentations/2023/01/01/differentiable-amortized-optimization.html
location: Vanderbilt ML Seminar
year: 2023
- title: "Learning with differentiable and amortized optimization"
url: https://bamos.github.io/presentations/2023/01/01/differentiable-amortized-optimization.html
location: Microsoft Research
year: 2022
- title: "Amortized optimization for computing optimal transport maps"
url: https://bamos.github.io/presentations/2022/01/01/amortized-optimal-transport.html
location: Flatiron Workshop
location_url: https://sites.google.com/view/sampling-transport-diffusions/home
year: 2022
- title: "Learning with differentiable and amortized optimization"
url: https://bamos.github.io/presentations/2023/01/01/differentiable-amortized-optimization.html
location: Cornell AI Seminar
year: 2022
- title: "Learning with differentiable and amortized optimization"
url: https://bamos.github.io/presentations/2023/01/01/differentiable-amortized-optimization.html
location: Cornell Tech Seminar
year: 2022
- title: "Learning with differentiable and amortized optimization"
url: https://bamos.github.io/presentations/2023/01/01/differentiable-amortized-optimization.html
location: Argonne National Laboratory
year: 2022
- title: "Theseus: A library for differentiable nonlinear optimization"
url: https://slideslive.com/38992360/theseus-a-library-for-differentiable-nonlinear-optimization
location: NYU
year: 2022
- title: "Theseus: A library for differentiable nonlinear optimization"
url: https://slideslive.com/38992360/theseus-a-library-for-differentiable-nonlinear-optimization
location: University of Zurich
year: 2022
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Colorado Mines AMS Colloquium
year: 2022
- title: Differentiable optimization
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: IJCAI Tutorial
location_url: https://guaguakai.github.io/IJCAI22-differentiable-optimization/
year: 2022
- title: Differentiable optimization for control and RL
url: https://bamos.github.io/presentations/2022/01/01/differentiable-control.html
location: ICML Workshop on Decision Awareness in RL
location_url: https://darl-workshop.github.io/
year: 2022
- location: CPAIOR Master Class
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location_url: https://sites.google.com/usc.edu/cpaior-2022/master_class
title: Differentiable optimization-based modeling for machine learning
year: 2022
- title: Tutorial on amortized optimization
url: https://bamos.github.io/presentations/2022/01/01/amortized-optimization.html
location: ICCOPT
year: 2022
- title: Differentiable optimization for control and RL
url: https://bamos.github.io/presentations/2022/01/01/differentiable-control.html
location: Gridmatic
year: 2022
- title: Learning for control with differentiable optimization and ODEs
url: https://bamos.github.io/presentations/2022/01/01/differentiable-control.html
location: Columbia University
year: 2021
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: IBM Research
year: 2021
- title: Differentiable optimization for control
url: https://bamos.github.io/presentations/2022/01/01/differentiable-control.html
location: Max Planck Institute (Tübingen)
year: 2020
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Mila Seminar
year: 2020
- title: Deep Declarative Networks
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: ECCV Tutorial
location_url: https://anucvml.github.io/ddn-eccvt2020/
year: 2020
- title: On differentiable optimization for control and vision
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: CVPR Deep Declarative Networks Workshop
location_url: https://anucvml.github.io/ddn-cvprw2020/
year: 2020
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Caltech CS 159 (Guest Lecture)
location_url: https://sites.google.com/view/cs-159-spring-2020/lectures
year: 2020
- title: Unrolled optimization for learning deep energy models
url: https://bamos.github.io/presentations/2020/01/01/dcem.html
location: SIAM MDS Minisymposium
location_url: https://meetings.siam.org/sess/dsp_programsess.cfm?SESSIONCODE=67922
year: 2020
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: NYU CILVR Seminar
year: 2019
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: INFORMS
year: 2019
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Facebook AI Research
year: 2019
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: ISMP
year: 2018
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Google Brain
year: 2018
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Bosch Center for AI
year: 2018
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Waymo Research
year: 2018
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Tesla AI
year: 2018
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: NVIDIA Robotics
year: 2018
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: Salesforce Research
year: 2018
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: OpenAI
year: 2018
- title: Differentiable optimization-based modeling for machine learning
url: https://bamos.github.io/presentations/2022/01/01/differentiable-optimization.html
location: NNAISENSE
year: 2018
- title: Differentiable optimization and control
url: https://bamos.github.io/presentations/2022/01/01/differentiable-control.html
location: UC Berkeley
year: 2018
advising:
- year: 2024 -- present
name: Aaron Havens
details: "visiting FAIR from UIUC"
url: https://scholar.google.com/citations?user=HBAXF6YAAAAJ
- year: 2022 -- 2024
name: Aram-Alexandre Pooladian
details: "visiting FAIR from NYU"
url: https://arampooladian.com/
- year: 2022 -- 2024
name: Carles Domingo-Enrich
details: "visiting FAIR from NYU, now at MSR"
url: https://cdenrich.github.io/
- year: 2023 -- 2024
name: Anselm Paulus
details: "visiting FAIR from Max Planck Institute, Tübingen"
url: https://scholar.google.com/citations?user=njZL5CQAAAAJ
- year: 2023
name: Matthew Retchin
details: "Columbia MS thesis committee, now at Harvard"
url: https://www.mhr.ai
- year: 2022 -- 2023
name: Sanae Lotfi
details: "visiting FAIR from NYU"
url: https://sanaelotfi.github.io/
- year: 2022 -- 2023
name: Dishank Bansal
details: "AI resident at FAIR"
url: https://dishank-b.github.io
- year: 2021 -- 2022
name: Arnaud Fickinger
details: "visiting FAIR from Berkeley"
url: https://www.linkedin.com/in/arnaudfickinger/
- year: 2020 -- 2022
name: Aaron Lou
details: "visiting FAIR from Cornell and Stanford, now scientist at OpenAI"
url: https://aaronlou.com/
- year: 2021 -- 2022
name: Eugene Vinitsky
details: "visiting FAIR from Berkeley, now professor at NYU"
url: https://www.eugenevinitsky.com
- year: 2021 -- 2022
name: Samuel Cohen
details: "visiting FAIR from UCL, now CEO at FairGen"
url: https://scholar.google.com/citations?user=CmdjfTsAAAAJ
- year: 2020
name: Ricky Chen
details: "visiting FAIR from Toronto, now scientist at FAIR"
url: http://www.cs.toronto.edu/~rtqichen/
- year: 2020
name: Paul Liang
details: "visiting FAIR from CMU, now professor at MIT"
url: http://www.cs.cmu.edu/~pliang/
- year: 2018
name: Phillip Wang
details: "at CMU, now CEO at \\href{https://gather.town/}{Gather}"
url: https://phillipkwang.com/
service:
reviewing:
- "AAAI Conference on Artificial Intelligence"
- "American Controls Conference (ACC)"
- "IEEE Conference on Computer Vision and Pattern Recognition (CVPR)"
- "IEEE Conference on Decision and Control (CDC)"
- "IEEE Control Systems Letters (L-CSS)"
- "IEEE International Conference on Computer Vision (ICCV)"
- "IEEE International Conference on Intelligent Robots and Systems (IROS)"
- "IEEE International Conference on Robotics and Automation (ICRA)"
- "International Conference on the Constraint Programming, AI, and Operations Research (CPAIOR)"
- "International Conference on Learning Representations (ICLR)"
- "International Conference on Machine Learning (ICML)"
- "International Conference on Machine Learning (ICML) SODS Workshop"
- "Journal of Machine Learning Research (JMLR)"
- "Learning for Dynamics and Control (L4DC)"
- "Mathematical Programming Computation (MPC)"
- "Neural Information Processing Systems (NeurIPS)"
- "Neural Information Processing Systems (NeurIPS) Datasets and Benchmarks Track"
- "Neural Information Processing Systems (NeurIPS) OPT Workshop"
- "Neural Information Processing Systems (NeurIPS) DiffCVGP Workshop"
- "Neural Information Processing Systems (NeurIPS) Deep RL Workshop"
- "Optimization Letters"
- "Transactions on Machine Learning Research (TMLR)"
main:
- details: AAAI Senior Program Committee
year: 2025
- details: NeurIPS Area Chair
year: 2024
- details: NeurIPS Datasets and Benchmarks Area Chair
year: 2024
- details: AAAI Senior Program Committee
year: 2024
- details: NeurIPS Area Chair
year: 2023
- details: NeurIPS Datasets and Benchmarks Area Chair
year: 2023
- details: AAAI Senior Program Committee
year: 2023
- details: NeurIPS Learning Meets Combinatorial Optimization Workshop Organizer
year: 2020
url: https://sites.google.com/view/lmca2020/home
- details: CVPR Deep Declarative Networks Workshop Organizer
url: https://anucvml.github.io/ddn-cvprw2020/
year: 2020
- details: ECCV Deep Declarative Networks Tutorial Organizer
url: https://anucvml.github.io/ddn-eccvt2020/
year: 2020
- details: CMU CSD MS Admissions
year: 2014 -- 2015
skills:
- title: Programming
details: C, C++, Fortran, Haskell, Java,
Lua, Make, Mathematica, Python, R, Scala
- title: Frameworks
details: JAX, NumPy, Pandas, PyTorch, SciPy, TensorFlow, Torch7
- title: Toolbox
details: Linux, emacs, vim, evil, org, mu4e, xmonad, git, tmux, zsh
teaching:
- semester: F2024
name: Applied Machine Learning
short: Cornell Tech CS5785
position: Co-instructor
- semester: S2017
name: Graduate AI
short: CMU 15-780
position: TA
- semester: S2016
name: Distributed Systems
short: CMU 15-440/640
position: TA
- semester: S2013
name: Software Design and Data Structures
short: VT CS2114
position: TA
# === Older honors/awards from high school and college :-)
# - title: Phi Beta Kappa Honor Society
# year: Inducted May 2014
# - title: 1st Place Undergraduate Senior Capstone Award, Virginia Tech Computer Science
# year: 2014
# - title: David Heilman Research Award, Virginia Tech Computer Science
# year: 2014
# descr: Awarded to the Computer Science student with the most
# outstanding research experience.
# - title: Senior Scholar Award, Virginia Tech Computer Science
# year: 2014
# descr: Awarded to the senior in Computer Science with the most
# outstanding academic record.
# - title: ACC Meeting of the Minds Undergraduate Research Conference, 2014
# url: https://news.vt.edu/articles/2014/03/030514-uged-accmom.html
# - title: Honorable Mention, CRA Outstanding Undergraduate Researcher Award
# year: 2014
# - title: Qualstar Award, Qualcomm, 2013
# - title: Pi Mu Epsilon Honor Society, Inducted 2013
# - title: Benjamin F. Bock Merit Scholarship, Virginia Tech Engineering
# year: 2013 -- 2014
# - title: Sophomore Scholar Award, Virginia Tech Computer Science, 2013
# descr: Awarded to the sophomore in Computer Science with the most
# outstanding academic record.
# - title: University Honors, Virginia Tech, 2012 -- 2014
# - title: Intelligence Community Center of Academic Excellence Scholarship, Virginia Tech
# year: 2012 -- 2014
# descr: Merit-based scholarship providing a cyber-security
# research fellowship.
# - title: Dean's List with Distinction, Virginia Tech, 2011 -- 2014
# - title: Engineering Merit Scholarship,
# Roanoke County Public Schools Education Foundation
# year: 2011
# descr: Merit-based scholarship presented annually to one student
# in the graduating Engineering class.
# - title: "Papa John's Merit Scholarship"
# year: 2011
# - title: Gay B. Shober Memorial Merit Scholarship,
# Roanoke County Federal Credit Union
# year: 2011
# - title: Pamplin Leader Merit Scholarship, Virginia Tech
# year: 2011
# descr: Merit-based scholarship presented to one student from
# each public high school in Virginia.
# - title: I. Luck Gravett Memorial Merit Scholarship,
# Scottish Rite of Freemasonry
# year: 2011
# - title: Salem -- Roanoke County Chamber of Commerce Merit Scholarship
# year: 2011
# url: https://roanoke.com/business/salem-roanoke-county-chamber-awards-area-scholarships/article_c73df5c1-f6d5-5a77-bb64-eab623da42d3.html
# - title: 1st Place Regional CAD/Engineering Drawing,
# Virginia TSA, Blue Ridge Region, 2011
# - title: District Band Trumpeter, VBODA District VI, 2009 -- 2011
# - title: Virginia Aerospace Science and Technology Scholar,
# National Space Grant Foundation, 2010
# descr: Selected as an attendee of a summer academy at NASA
# Langley Research Center.
# - title: Head Junior Marshall, Northside High School, 2010
# - title: 3rd Place District Foreign Extemporaneous Speaker,
# VHSL Forensics, 2009
# activities: # From high school and college :-)
# - Honors Residential College, Virginia Tech, 2013 -- 2014
# - Hokies Pep Band, Virginia Tech, 2012 -- 2013
# - Computer Science Community Service, Virginia Tech, 2012
# - Symphony Band, Virginia Tech, 2011 -- 2012
# - Linux and Unix Users Group, Virginia Tech, 2011 -- 2012
# - Galileo Living -- Learning Community, Virginia Tech, 2011 -- 2012
# - Trumpet Section Leader, Maring Band, Northside High School, 2010 -- 2011
# - Math Club, Northside High School, 2010 -- 2011
# - National Honor Society, Northside High School, 2009 -- 2011
# - Academic Team, Northside High School, 2009 -- 2011
# - Chess Team, Northside High School, 2009 -- 2011
# - Tennis Team, Northside High School, 2008 -- 2011
# - Technology Student Association, Northside High School, 2008 -- 2011
# - Maring Band, Northside High School, 2007 -- 2011
# - Robotics Team, Virginia Western Community College, 2009 -- 2010
# - Guitar Club, Northside High School, 2009 -- 2010
# - Forensics Team, Northside High School, 2008 -- 2010
# - Spanish Club, Northside High School, 2008 -- 2010
# - Engineering Club, Burton Center for Arts and Technology, 2007 -- 2008
# - Soccer Team, Northside High School, 2007 -- 2008
# Erdős number is at most 4.
# (Brandon Amos -> Layne Watson -> Leroy Kelly -> Zoltán Füredi -> Paul Erdős )