Du 10 au 16 décembre 2023, les chercheuses et chercheurs de Mila participeront à la trente-septième Conférence sur les systèmes de traitement de l'information neuronale (NeurIPS) à la Nouvelle-Orléans. Cette année, elles et ils y partageront 96 publications scientifiques repoussant les limites de la recherche en intelligence artificielle (IA) avec leurs pairs du monde entier.
Voici une liste de publications acceptées à NeurIPS 2023 contenant au moins un·e auteur·rice affilié·e à Mila:
titre | auteurs | venue | date | status | lien | |
Adaptive Resolution Residual Networks | Léa Demeule,Mahtab Sandhu,Glen Berseth | NeurIPS.cc/2023/Workshop/DLDE | 2023-10-06 | spotlight | https://openreview.net/forum?id=9hcsB4oYxG | https://openreview.net/pdf?id=9hcsB4oYxG |
Effective Latent Differential Equation Models via Attention and Multiple Shooting | Germán Abrevaya,Mahta Ramezanian-Panahi,Jean-Christophe Gagnon-Audet,Pablo Polosecki,Irina Rish,Silvina Ponce Dawson,Guillermo Cecchi,Guillaume Dumas | NeurIPS.cc/2023/Workshop/DLDE | 2023-10-06 | spotlight | https://openreview.net/forum?id=RFFTb7DIqi | https://openreview.net/pdf?id=RFFTb7DIqi |
Physics-Informed Transformer Networks | Fabricio Dos Santos,Tara Akhound-Sadegh,Siamak Ravanbakhsh | NeurIPS.cc/2023/Workshop/DLDE | 2023-10-06 | poster | https://openreview.net/forum?id=zu80h9YryU | https://openreview.net/pdf?id=zu80h9YryU |
Deep PDE Solvers for Subgrid Modelling and Out-of-Distribution Generalization | Patrick Chatain,Adam Oberman | NeurIPS.cc/2023/Workshop/DLDE | 2023-10-06 | poster | https://openreview.net/forum?id=kZmxbQ0l3l | https://openreview.net/pdf?id=kZmxbQ0l3l |
Causal Inference in Gene Regulatory Networks with GFlowNet: Towards Scalability in Large Systems | Trang Nguyen,Alexander Tong,Kanika Madan,Yoshua Bengio,Dianbo Liu | NeurIPS.cc/2023/Workshop/GenBio | 2023-10-03 | poster | https://doi.org/10.48550/arXiv.2310.03579 | https://openreview.net/pdf?id=jbamDZ374t |
DGFN: Double Generative Flow Networks | Elaine Lau,Nikhil Murali Vemgal,Doina Precup,Emmanuel Bengio | NeurIPS.cc/2023/Workshop/GenBio | 2023-10-03 | poster | https://openreview.net/forum?id=1wa9JEanV5 | https://openreview.net/pdf?id=1wa9JEanV5 |
Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search | Abbas Mehrabian,Ankit Anand,Hyunjik Kim,Nicolas Sonnerat,Tudor Berariu,Matej Balog,Gheorghe Comanici,Andrew Lee,Anian Ruoss,Anna Bulanova,Daniel Toyama,Sam Blackwell,Bernardino Romera Paredes,Laurent Orseau,Petar Veličković,Anurag Murty Naredla,Joonkyung Lee,Adam Zsolt Wagner,Doina Precup | NeurIPS.cc/2023/Workshop/MATH-AI | 2023-10-02 | poster | https://openreview.net/forum?id=woQ9G0bzBM | https://openreview.net/pdf?id=woQ9G0bzBM |
Learning Optimizers for Local SGD | Charles-Étienne Joseph,Benjamin Thérien,Abhinav Moudgil,Boris Knyazev,Eugene Belilovsky | NeurIPS.cc/2023/Workshop/Federated_Learning | 2023-10-02 | published | https://openreview.net/forum?id=HiPe4SjZMs | https://openreview.net/pdf?id=HiPe4SjZMs |
Learning Silicon Dopant Transitions in Graphene using Scanning Transmission Electron Microscopy | Max Schwarzer,Jesse Farebrother,Joshua Greaves,Kevin Roccapriore,E. D. Cubuk,Rishabh Agarwal,Aaron Courville,Marc G. Bellemare,Sergei Kalinin,Igor Mordatch,Pablo Samuel Castro | NeurIPS.cc/2023/Workshop/AI4Mat | 2023-10-01 | spotlight | https://openreview.net/forum?id=XtEwUzaXJ3 | https://openreview.net/pdf?id=XtEwUzaXJ3 |
On the importance of catalyst-adsorbate geometric relative information when predicting relaxed energy | Alvaro Carbonero,Alexandre Duval,Victor Schmidt,Santiago Miret,Alex Hernandez-Garcia,Yoshua Bengio,David Rolnick | NeurIPS.cc/2023/Workshop/AI4Mat | 2023-10-01 | poster | https://openreview.net/forum?id=rTSMwxnY4f | https://openreview.net/pdf?id=rTSMwxnY4f |
Towards equilibrium molecular conformation generation with GFlowNets | Alexandra Volokhova,Michał Koziarski,Alex Hernandez-Garcia,Cheng-Hao Liu,Santiago Miret,Pablo Lemos,Luca Thiede,Zichao Yan,Alan Aspuru-Guzik,Yoshua Bengio | NeurIPS.cc/2023/Workshop/AI4Mat | 2023-10-01 | poster | https://openreview.net/forum?id=BFIoxpFeZ2 | https://openreview.net/pdf?id=BFIoxpFeZ2 |
Piecewise Linear Parametrization of Policies: Towards Interpretable Deep Reinforcement Learning | Maxime Wabartha,Joelle Pineau | NeurIPS.cc/2023/Workshop/XAIA | 2023-10-01 | published | https://openreview.net/forum?id=Zbt9z0a95l | https://openreview.net/pdf?id=Zbt9z0a95l |
Searching for High-Value Molecules Using Reinforcement Learning and Transformers | Raj Ghugare,Santiago Miret,Adriana Hugessen,Mariano Phielipp,Glen Berseth | NeurIPS.cc/2023/Workshop/AI4Mat | 2023-10-01 | poster | https://openreview.net/forum?id=O8mZO2ri33 | https://openreview.net/pdf?id=O8mZO2ri33 |
HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science | Yu Song,Santiago Miret,Huan Zhang,Bang Liu | NeurIPS.cc/2023/Workshop/AI4Mat | 2023-10-01 | spotlight | https://openreview.net/forum?id=TLercqxR4f | https://openreview.net/pdf?id=TLercqxR4f |
Crystal-GFlowNet: sampling materials with desirable properties and constraints | Mistal,Alex Hernandez-Garcia,Alexandra Volokhova,Alexandre Duval,Yoshua Bengio,Divya Sharma,Pierre Luc Carrier,Michał Koziarski,Victor Schmidt | NeurIPS.cc/2023/Workshop/AI4Mat | 2023-10-01 | spotlight | https://openreview.net/forum?id=l167FjdPOv | https://openreview.net/pdf?id=l167FjdPOv |
Learning Conditional Policies for Crystal Design Using Offline Reinforcement Learning | Prashant Govindarajan,Santiago Miret,Jarrid Rector-Brooks,Mariano Phielipp,Janarthanan Rajendran,Sarath Chandar | NeurIPS.cc/2023/Workshop/AI4Mat | 2023-10-01 | poster | https://openreview.net/forum?id=VbjD8w2ctG | https://openreview.net/pdf?id=VbjD8w2ctG |
Detecting Backdoors with Meta-Models | Lauro Langosco,Neel Alex,William Baker,David Quarel,Herbie Bradley,David Krueger | NeurIPS.cc/2023/Workshop/BUGS | 2023-09-30 | poster | https://openreview.net/forum?id=cmJiEqniEc | https://openreview.net/pdf?id=cmJiEqniEc |
Score-Based Likelihood Characterization for Inverse Problems in the Presence of Non-Gaussian Noise | Ronan Legin,Alexandre Adam,Yashar Hezaveh,Laurence Perreault-Levasseur | NeurIPS.cc/2023/Workshop/Deep_Inverse | 2023-09-29 | poster | https://openreview.net/forum?id=ijJJA6uQbL | https://openreview.net/pdf?id=ijJJA6uQbL |
Learning to Scale Logits for Temperature-Conditional GFlowNets | Minsu Kim,Joohwan Ko,Dinghuai Zhang,L. Pan,Taeyoung Yun,Woochang Kim,Jinkyoo Park,Yoshua Bengio | NeurIPS.cc/2023/Workshop/AI4Science | 2023-09-28 | poster | https://doi.org/10.48550/arXiv.2310.02823 | https://openreview.net/pdf?id=xRqAvRNUmq |
Baking Symmetry into GFlowNets | George Ma,Emmanuel Bengio,Yoshua Bengio,Dinghuai Zhang | NeurIPS.cc/2023/Workshop/AI4Science | 2023-09-28 | oral | https://openreview.net/forum?id=CZGHAeeBk3 | https://openreview.net/pdf?id=CZGHAeeBk3 |
Role of Structural and Conformational Diversity for Machine Learning Potentials | Nikhil Shenoy,Prudencio Tossou,Emmanuel Noutahi,Hadrien Mary,Dominique Beaini,Jiarui Ding | NeurIPS.cc/2023/Workshop/AI4Science | 2023-09-28 | poster | https://openreview.net/forum?id=byailXBliQ | https://openreview.net/pdf?id=byailXBliQ |
Latent Space Simulator for Unveiling Molecular Free Energy Landscapes and Predicting Transition Dynamics | Simon Dobers,Hannes Stärk,Xiang Fu,Dominique Beaini,Stephan Gunnemann | NeurIPS.cc/2023/Workshop/AI4Science | 2023-09-28 | poster | https://openreview.net/forum?id=XIxcglPy9c | https://openreview.net/pdf?id=XIxcglPy9c |
Evaluating Self-Supervised Learning for Molecular Graph Embeddings | Hanchen Wang,Jean Kaddour,Shengchao Liu,Jian Tang,Matt J. Kusner,Joan Lasenby,Qi Liu | NeurIPS.cc/2023/Track/Datasets_and_Benchmarks | 2023-05-31 | poster | https://doi.org/10.48550/arXiv.2206.08005 | https://openreview.net/pdf?id=pyhv4qYCEJ |
ClimateSet: A Large-Scale Climate Model Dataset for Machine Learning | Julia Kaltenborn,Charlotte Emilie Elektra Lange,Venkatesh Ramesh,Philippe Brouillard,Yaniv Gurwicz,Chandni Nagda,Jakob Runge,Peer Nowack,David Rolnick | NeurIPS.cc/2023/Track/Datasets_and_Benchmarks | 2023-05-31 | poster | https://openreview.net/forum?id=3z9YV29Ogn | https://openreview.net/pdf?id=3z9YV29Ogn |
GEO-Bench: Toward Foundation Models for Earth Monitoring | Alexandre Lacoste,Nils Lehmann,Pau Rodríguez,Evan D. Sherwin,H. Kerner,Bjorn Lutjens,Jeremy Andrew Irvin,J. Irvin,David Dao,H. Alemohammad,Alexandre Drouin,Mehmet Gunturkun,Gabriel Huang,David Vazquez,Dava Newman,Yoshua Bengio,S. Ermon,Xiao Xiang Zhu | NeurIPS.cc/2023/Track/Datasets_and_Benchmarks | 2023-05-31 | poster | https://doi.org/10.48550/arXiv.2306.03831 | https://openreview.net/pdf?id=IptxZvA3at |
PUG: Photorealistic and Semantically Controllable Synthetic Data for Representation Learning | Florian Bordes,Shashank Shekhar,Mark Ibrahim,Diane Bouchacourt,Pascal Vincent,Ari S. Morcos | NeurIPS.cc/2023/Track/Datasets_and_Benchmarks | 2023-05-31 | poster | https://doi.org/10.48550/arXiv.2308.03977 | https://openreview.net/pdf?id=KRBoWULo2w |
Temporal Graph Benchmark for Machine Learning on Temporal Graphs | Shenyang Huang,Farimah Poursafaei,Jacob Danovitch,Matthias Fey,Weihua Hu,Emanuele Rossi,Jure Leskovec,Michael M. Bronstein,Guillaume Rabusseau,Reihaneh Rabbany | NeurIPS.cc/2023/Track/Datasets_and_Benchmarks | 2023-05-31 | poster | https://doi.org/10.48550/arXiv.2307.01026 | https://openreview.net/pdf?id=qG7IkQ7IBO |
SatBird: a Dataset for Bird Species Distribution Modeling using Remote Sensing and Citizen Science Data | Mélisande Teng,Amna Elmustafa,Benjamin Akera,Yoshua Bengio,Hager Radi,Hugo Larochelle,David Rolnick | NeurIPS.cc/2023/Track/Datasets_and_Benchmarks | 2023-05-31 | poster | https://openreview.net/forum?id=Vn5qZGxGj3 | https://openreview.net/pdf?id=Vn5qZGxGj3 |
Symmetry-Informed Geometric Representation for Molecules, Proteins, and Crystalline Materials | Shengchao Liu,Weitao Du,Yanjing Li,Zhuoxinran Li,Zhiling Zheng,Chenru Duan,Zhi-Ming Ma,O. Yaghi,Anima Anandkumar,Christian Borgs,Jennifer T. Chayes,Hongyu Guo,Jian Tang | NeurIPS.cc/2023/Track/Datasets_and_Benchmarks | 2023-05-31 | poster | https://doi.org/10.48550/arXiv.2306.09375 | https://openreview.net/pdf?id=ygXSNrIU1p |
Generating QM1B with PySCF$_{\text{IPU}}$ | Alexander Mathiasen,Hatem Helal,K. Klaser,Paul Balanca,Josef Dean,Carlo Luschi,Dominique Beaini,A. Fitzgibbon,Dominic Masters | NeurIPS.cc/2023/Track/Datasets_and_Benchmarks | 2023-05-31 | poster | https://openreview.net/forum?id=9Z1cmO7S7o | https://openreview.net/pdf?id=9Z1cmO7S7o |
Additive Decoders for Latent Variables Identification and Cartesian-Product Extrapolation | Sebastien Lachapelle,Divyat Mahajan,Ioannis Mitliagkas,Simon Lacoste-Julien | NeurIPS.cc/2023/Conference | 2023-05-04 | oral | https://doi.org/10.48550/arXiv.2307.02598 | https://openreview.net/pdf?id=R6KJN1AUAR |
Prioritizing Samples in Reinforcement Learning with Reducible Loss | Shiva Kanth Sujit,Somjit Nath,Pedro H. M. Braga,Samira E. Kahou | Neurips.cc/2023/Conference | 2022-12-08 | poster | https://doi.org/10.48550/arXiv.2208.10483 | https://openreview.net/pdf?id=g78QqvhnDU |
The Impact of Positional Encoding on Length Generalization in Transformers | Amirhossein Kazemnejad,Inkit Padhi,Karthikeyan Natesan,K. Ramamurthy,Payel Das,Siva Reddy | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2305.19466 | https://openreview.net/pdf?id=Drrl2gcjzl |
Small batch deep reinforcement learning | Johan Samir Obando Ceron,Marc G. Bellemare,Pablo Samuel Castro | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2310.03882 | https://openreview.net/pdf?id=wPqEvmwFEh |
A Heat Diffusion Perspective on Geodesic Preserving Dimensionality Reduction | Guillaume Huguet,Alexander Tong,Edward De Brouwer,Yanlei Zhang,Guy Wolf,Ian M. Adelstein,Smita Krishnaswamy | NeurIPS.cc/2023/Conference | 2023-05-30 | poster | https://doi.org/10.48550/arXiv.2305.19043 | https://openreview.net/pdf?id=HNd4qTJxkW |
When Do Transformers Shine in RL? Decoupling Memory from Credit Assignment | Tianwei Ni,Michel Ma,Benjamin Eysenbach,Pierre-luc Bacon | NeurIPS.cc/2023/Conference | 2023-05-04 | oral | https://doi.org/10.48550/arXiv.2307.03864 | https://openreview.net/pdf?id=APGXBNkt6h |
Language Model Alignment with Elastic Reset | Michael Noukhovitch,Samuel Lavoie,Florian Strub,Aaron Courville | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=6lgugutkin | https://openreview.net/pdf?id=6lgugutkin |
Prediction and Control in Continual Reinforcement Learning | Nishanth Anand,Doina Precup | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=KakzVASqul | https://openreview.net/pdf?id=KakzVASqul |
Decision-Aware Actor-Critic with Function Approximation and Theoretical Guarantees | Sharan Vaswani,A. Kazemi,Reza Babanezhad Harikandeh,Nicolas Roux | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2305.15249 | https://openreview.net/pdf?id=6MQ5cheYDZ |
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution | Eric Q. Nguyen,Michael Poli,Marjan Faizi,A. Thomas,Michael Wornow,C. Birch-sykes,Aman Patel,Stefano Massaroli,Clayton M. Rabideau,Yoshua Bengio,S. Ermon,S. Baccus,Christopher Re | NeurIPS.cc/2023/Conference | 2023-05-04 | spotlight | https://doi.org/10.48550/arXiv.2306.15794 | https://openreview.net/pdf?id=ubzNoJjOKj |
When Do Graph Neural Networks Help with Node Classification? Investigating the Impact of Homophily Principle on Node Distinguishability | Sitao Luan,Chenqing Hua,Minkai Xu,Qincheng Lu,Jiaqi Zhu,Xiaowen Chang,Jie Fu,Jure Leskovec,Doina Precup | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2304.14274 | https://openreview.net/pdf?id=kJmYu3Ti2z |
Normalization Layers Are All That Sharpness-Aware Minimization Needs | Maximilian Mueller,Tiffany Joyce Vlaar,David Rolnick,Matthias Hein | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2306.04226 | https://openreview.net/pdf?id=lArwl3y9x6 |
DynGFN: Towards Bayesian Inference of Gene Regulatory Networks with GFlowNets | Lazar Atanackovic,Alexander Tong,BO WANG,Leo J Lee,Yoshua Bengio,Jason Hartford | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=e7MK5Vq44Q | https://openreview.net/pdf?id=e7MK5Vq44Q |
Contrastive Retrospection: honing in on critical steps for rapid learning and generalization in RL | Chen Sun,Wannan Yang,Thomas Jiralerspong,Dane Malenfant,Benjamin Alsbury-Nealy,Yoshua Bengio,Blake Aaron Richards | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=gpJw8f4tIU | https://openreview.net/pdf?id=gpJw8f4tIU |
Double Gumbel Q-Learning | David Yu-Tung Hui,Aaron Courville,Pierre-luc Bacon | NeurIPS.cc/2023/Conference | 2023-05-04 | spotlight | https://openreview.net/forum?id=UdaTyy0BNB | https://openreview.net/pdf?id=UdaTyy0BNB |
Reusable Slotwise Mechanisms | Trang Nguyen,Amin Mansouri,Kanika Madan,Nguyen Duy Khuong,Khuong N. Nguyen,Kartik Ahuja,Dianbo Liu,Yoshua Bengio | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2302.10503 | https://openreview.net/pdf?id=CniUitfEY3 |
A Diffusion-Model of Joint Interactive Navigation | M. Niedoba,J. Wilder Lavington,Yunpeng Liu,Vasileios Lioutas,Justice Sefas,Xiaoxuan Liang,Dylan Green,Setareh Dabiri,B. Zwartsenberg,Adam Scibior,Frank Wood | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2309.12508 | https://openreview.net/pdf?id=2yXExAl0FW |
For SALE: State-Action Representation Learning for Deep Reinforcement Learning | Scott Fujimoto,Wei-Di Chang,Edward J. Smith,Shane Gu,Doina Precup,David Meger | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2306.02451 | https://openreview.net/pdf?id=xZvGrzRq17 |
GAUCHE: A Library for Gaussian Processes in Chemistry | Ryan-Rhys Griffiths,Leo Klarner,Henry Moss,Aditya Ravuri,Sang T. Truong,Yuanqi Du,Samuel Don Stanton,Gary Tom,Bojana Rankovic,Arian Rokkum Jamasb,Aryan Deshwal,Julius Schwartz,Austin Tripp,Gregory Kell,Simon Frieder,Anthony Bourached,Alex Chan,Jacob Moss,Chengzhi Guo,Johannes P. Dürholt,Saudamini Chaurasia,Ji Won Park,Felix Strieth-Kalthoff,Alpha Lee,Bingqing Cheng,Alan Aspuru-Guzik,Philippe Schwaller,Jian Tang | ICML 2022 2nd AI for Science Workshop | 2022-07-21 | poster | https://openreview.net/forum?id=i9MKI7zrWal | https://openreview.net/pdf?id=i9MKI7zrWal |
CADet: Fully Self-Supervised Out-Of-Distribution Detection With Contrastive Learning | Charles Guille-Escuret,Pau Rodríguez,David Vazquez,Ioannis Mitliagkas,João Monteiro | arXiv.org | 2021-12-31 | published | https://doi.org/10.48550/arXiv.2210.01742 | https://openreview.net/pdf?id=Q9yT-pxvWn8 |
$\textbf{A}^2\textbf{CiD}^2$: Accelerating Asynchronous Communication in Decentralized Deep Learning | Adel Nabli,Eugene Belilovsky,Edouard Oyallon | arXiv.org | 2022-12-31 | published | https://doi.org/10.48550/arXiv.2306.08289 | https://openreview.net/pdf?id=YE04aRkeZb |
Thinker: Learning to Plan and Act | Stephen Chung,Ivan Anokhin,David Krueger | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2307.14993 | https://openreview.net/pdf?id=mumEBl0arj |
Retrieval-Augmented Multiple Instance Learning | Yufei CUI,Ziquan Liu,Yixin CHEN,Yuchen Lu,Xinyue Yu,X Liu,Tei-Wei Kuo,Miguel R. D. Rodrigues,Chun Jason Xue,Antoni B. Chan | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=scaKiAtbI3 | https://openreview.net/pdf?id=scaKiAtbI3 |
Optimal Extragradient-Based Algorithms for Stochastic Variational Inequalities with Separable Structure | An Yuan,Chris Junchi Li,Gauthier Gidel,Michael Jordan,Quanquan Gu,Simon Shaolei Du | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=Z28nPtAVxx | https://openreview.net/pdf?id=Z28nPtAVxx |
Improving Compositional Generalization using Iterated Learning and Simplicial Embeddings | Yi Ren,Samuel Lavoie,Mikhail Galkin,Danica J. Sutherland,Aaron Courville | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=irRHgjePdR | https://openreview.net/pdf?id=irRHgjePdR |
Lie Point Symmetry and Physics-Informed Networks | Tara Akhound-Sadegh,Laurence Perreault-Levasseur,Johannes Brandstetter,Max Welling,Siamak Ravanbakhsh | ICML.cc/2023/Workshop/TAGML | 2023-05-30 | poster | https://openreview.net/forum?id=VlUf77e9cR | https://openreview.net/pdf?id=VlUf77e9cR |
Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network | Tristan Deleu,Mizu Nishikawa-Toomey,Jithendaraa Subramanian,Nikolay Malkin,Laurent Charlin,Yoshua Bengio | ICML.cc/2023/Workshop/SPIGM | 2023-05-22 | oral | https://doi.org/10.48550/arXiv.2305.19366 | https://openreview.net/pdf?id=4NMp0QFqwH |
Maximum State Entropy Exploration using Predecessor and Successor Representations | Arnav Kumar Jain,Lucas Lehnert,Irina Rish,Glen Berseth | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2306.14808 | https://openreview.net/pdf?id=inE5hW4tQ0 |
Joint Prompt Optimization of Stacked LLMs using Variational Inference | Alessandro Sordoni,Xingdi Yuan,Marc-Alexandre Côté,Matheus Pereira,Adam Trischler,Ziang Xiao,Arian Hosseini,Friederike Niedtner,Nicolas Roux | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=iImnbUVhok | https://openreview.net/pdf?id=iImnbUVhok |
DiffPack: A Torsional Diffusion Model for Autoregressive Protein Side-Chain Packing | Yangtian Zhang,Zuobai Zhang,Bozitao Zhong,Sanchit Misra,Jian Tang | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2306.01794 | https://openreview.net/pdf?id=sXMQPKbLXf |
Guiding The Last Layer in Federated Learning with Pre-Trained Models | Gwen Legate,Nicolas Bernier,Lucas Caccia,Edouard Oyallon,Eugene Belilovsky | NeurIPS.cc/2023/Conference | 2023-05-28 | poster | https://doi.org/10.48550/arXiv.2306.03937 | https://openreview.net/pdf?id=HRGd5dcVfw |
Learning better with Dale’s Law: A Spectral Perspective | Pingsheng Li,Jonathan Cornford,Arna Ghosh,Blake Aaron Richards | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.1101/2023.06.28.546924 | https://openreview.net/pdf?id=rDiMgZulwi |
A Definition of Continual Reinforcement Learning | David Abel,Andre Barreto,Benjamin Van Roy,Doina Precup,Hado van Hasselt,Satinder P. Singh | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2307.11046 | https://openreview.net/pdf?id=ZZS9WEWYbD |
Auxiliary Losses for Learning Generalizable Concept-based Models | Ivaxi Sheth,Samira E. Kahou | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=jvYXln6Gzn | https://openreview.net/pdf?id=jvYXln6Gzn |
Feature Likelihood Score: Evaluating the Generalization of Generative Models Using Samples | Marco Jiralerspong,Joey Bose,Ian Gemp,Chongli Qin,Yoram Bachrach,Gauthier Gidel | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=l2VKZkolT7 | https://openreview.net/pdf?id=l2VKZkolT7 |
Improving *day-ahead* Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context | Oussama Boussif*,Ghait Boukachab*,Dan Assouline*,Stefano Massaroli,Tianle Yuan,Loubna Benabbou,Yoshua Bengio | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=x5ZruOa4ax | https://openreview.net/pdf?id=x5ZruOa4ax |
Group Robust Classification Without Any Group Information | Christos Tsirigotis,João Monteiro,Pau Rodríguez,David Vazquez,Aaron Courville | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=2OcNWFHFpk | https://openreview.net/pdf?id=2OcNWFHFpk |
Equivariant Adaptation of Large Pretrained Models | Arnab Kumar Mondal,Siba Smarak Panigrahi,Oumar Kaba,Sai Rajeswar,Siamak Ravanbakhsh | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2310.01647 | https://openreview.net/pdf?id=m6dRQJw280 |
Formalizing locality for normative synaptic plasticity models | C. Bredenberg,Ezekiel Williams,Cristina Savin,Blake Aaron Richards,Guillaume Lajoie | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=rGN3X9jnEg | https://openreview.net/pdf?id=rGN3X9jnEg |
Do SSL Models Have Déjà Vu? A Case of Unintended Memorization in Self-supervised Learning | Casey Meehan,Florian Bordes,Pascal Vincent,Kamalika Chaudhuri,Chuan Guo | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2304.13850 | https://openreview.net/pdf?id=lkBygTc0SI |
Are Diffusion Models Vision-And-Language Reasoners? | Benno Krojer,Elinor Poole-Dayan,Vikram Voleti,Christopher Joseph Pal,Siva Reddy | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2305.16397 | https://openreview.net/pdf?id=fmJv8Hj0yo |
Towards Hybrid-grained Feature Interaction Selection for Deep Sparse Network | Fuyuan Lyu,Xing Tang,Dugang Liu,Chen Ma,Weihong Luo,Liang Chen,xiuqiang He,X Liu | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=xxfHMqNcum | https://openreview.net/pdf?id=xxfHMqNcum |
Block-State Transformers | Jonathan Pilault,Mahan Fathi,Orhan Firat,Christopher Joseph Pal,Pierre-luc Bacon,Ross Goroshin | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=XRTxIBs2eu | https://openreview.net/pdf?id=XRTxIBs2eu |
Let the Flows Tell: Solving Graph Combinatorial Problems with GFlowNets | Dinghuai Zhang,Hanjun Dai,Nikolay Malkin,Aaron Courville,Yoshua Bengio,L. Pan | NeurIPS.cc/2023/Conference | 2023-05-04 | spotlight | https://openreview.net/forum?id=sTjW3JHs2V | https://openreview.net/pdf?id=sTjW3JHs2V |
Policy Optimization in a Noisy Neighborhood: On Return Landscapes in Continuous Control | Nate Rahn,Pierluca D'Oro,Harley Wiltzer,Pierre-Luc Bacon,Marc G. Bellemare | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://doi.org/10.48550/arXiv.2309.14597 | https://openreview.net/pdf?id=Nn0daSf6CW |
Parallel-mentoring for Offline Model-based Optimization | Can Chen,Christopher Beckham,Zixuan Liu,X Liu,Christopher Joseph Pal | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=tJwyg9Zg9G | https://openreview.net/pdf?id=tJwyg9Zg9G |
Multi-Head Adapter Routing for Cross-Task Generalization | Lucas Caccia,Edoardo Ponti,Zhan Su,Matheus Pereira,Nicolas Roux,Alessandro Sordoni | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=qcQhBli5Ho | https://openreview.net/pdf?id=qcQhBli5Ho |
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs | Zhaocheng Zhu,Xinyu Yuan,Mikhail Galkin,Sophie Xhonneux,Ming Zhang,Maxime Gazeau,Jian Tang | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=dAJrxQz1lk | https://openreview.net/pdf?id=dAJrxQz1lk |
Pre-Training Protein Encoder via Siamese Sequence-Structure Diffusion Trajectory Prediction | Zuobai Zhang,Minghao Xu,Aurelie Lozano,Vijil Chenthamarakshan,Payel Das,Jian Tang | NeurIPS.cc/2023/Conference | 2023-05-04 | spotlight | https://openreview.net/forum?id=tIzbNQko3c | https://openreview.net/pdf?id=tIzbNQko3c |
Learning Reliable Logical Rules with SATNet | Zhaoyu Li,Jinpei Guo,Yuhe Jiang,Xujie Si | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=jnIBiP2di1 | https://openreview.net/pdf?id=jnIBiP2di1 |
Importance-aware Co-teaching for Offline Model-based Optimization | Ye Yuan,Can Chen,Zixuan Liu,Willie Neiswanger,X Liu | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=OvPnc5kVsb | https://openreview.net/pdf?id=OvPnc5kVsb |
Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions | Stefano Massaroli,Michael Poli,Daniel Y. Fu,Hermann Kumbong,Rom Nishijima Parnichkun,David W. Romero,Aman Timalsina,Quinn McIntyre,Beidi Chen,Atri Rudra,Ce Zhang,Christopher Re,S. Ermon,Yoshua Bengio | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=OWELckerm6 | https://openreview.net/pdf?id=OWELckerm6 |
Versatile Energy-Based Probabilistic Models for High Energy Physics | Taoli Cheng,Aaron Courville | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=j0U6XJubbP | https://openreview.net/pdf?id=j0U6XJubbP |
A Unified, Scalable Framework for Neural Population Decoding | Mehdi Azabou,Vinam Arora,Venkataramana Ganesh,Ximeng Mao,Santosh B Nachimuthu,Michael Jacob Mendelson,Blake Aaron Richards,Matthew G Perich,Guillaume Lajoie,Eva L Dyer | NeurIPS.cc/2023/Conference | 2023-05-04 | poster | https://openreview.net/forum?id=sw2Y0sirtM | https://openreview.net/pdf?id=sw2Y0sirtM |
Statistical Guarantees for Variational Autoencoders using PAC-Bayesian Theory | Sokhna Diarra Mbacke,Florence Clerc,Pascal Germain | NeurIPS.cc/2023/Conference | 2023-05-04 | spotlight | https://openreview.net/forum?id=jkPDRHff3s | https://openreview.net/pdf?id=jkPDRHff3s |
Object-centric architectures enable efficient causal representation learning | Amin Mansouri, Jason Hartford, Yan Zhang, Yoshua Bengio | Causal Representation Learning | 27 Oct 2023 | poster | https://openreview.net/forum?id=GaoLn9UI1G&referrer=%5Bthe%20profile%20of%20Amin%20Mansouri%5D(%2Fprofile%3Fid%3D~Amin_Mansouri1) | https://openreview.net/pdf?id=r9FsiXZxZt |
Multi-Domain Causal Representation Learning via Weak Distributional Invariances | Kartik Ahuja, Amin Mansouri, Yixin Wang | Causal Representation Learning | 27 Oct 2023 | poster | https://openreview.net/forum?id=LtkQY7PJVB&referrer=%5Bthe%20profile%20of%20Amin%20Mansouri%5D(%2Fprofile%3Fid%3D~Amin_Mansouri1) | https://openreview.net/pdf?id=LtkQY7PJVB |
EDGI: Equivariant Diffusion for Planning with Embodied Agents | Johann Bremer*, Joey Bose*, Pim de Haan, Taco Cohen | https://neurips.cc/virtual/2023/poster/71127 | 2023-11-15 | poster | https://openreview.net/forum?id=bpmM6SkDUy | |
Subtle Misogyny Detection and Mitigation: An Expert-Annotated Dataset | Anna Richter*, Brooklyn Sheppard*, Allison Cohen, Elizabeth Smith, Tamara Kneese, Carolyne Pelletier, Ioana Baldini, Yue Dong | https://nips.cc/virtual/2023/workshop/66526 | 2023-11-16 | spotlight + oral | https://openreview.net/forum?id=5hY19x1hdq | |
Symmetry Breaking and Equivariant Neural Networks | Sékou-Oumar Kaba, Siamak Ravanbakhsh | NeurReps Workshop | 2023-11-15 | oral | https://openreview.net/forum?id=d55JaRL9wh& | |
From 6235149080811616882909238708 to 29: Vanilla Thompson Sampling Revisited | Bingshan Hu, Tianyue H. Zhang | Neurips Opt Workshop | 2023-10-27 | poster | https://openreview.net/forum?id=XTJU5FPGRm | https://openreview.net/forum?id=XTJU5FPGRm |
Climate Variable Downscaling with Conditional Normalizing Flow | Christina Winkler, Paula Harder, David Rolnick | https://nips.cc/virtual/2023/76943 | 2023-11-13 | poster | ||
Mitigating Mode Collapse in Sparse Mixture-of-Experts | Nizar Islah, Diganta Misra, Timothy Nest, Matthew Riemer, Irina Rish, Eilif Muller | NeurIPS NewInML Workshop | 2023-11-13 | poster | https://openreview.net/forum?id=ekzDmlhS3n | https://openreview.net/pdf?id=ekzDmlhS3n |
Feedback-guided Data Synthesis for Imbalanced Classification | Reyhane Askari Hemmat, Mohammad Pezeshki, Florian Bordes, Michal Drozdzal, Adriana Romero-Soriano | syntheticdata4ml@Neurips2023 | 2023-10-27 | poster | https://arxiv.org/abs/2310.00158 | https://arxiv.org/pdf/2310.00158.pdf |
Discovering environments with XRM | Mohammad Pezeshki, Diane Bouchacourt, Mark Ibrahim, Nicolas Ballas, Pascal Vincent, David Lopez-Paz | DistShift @NeurIPS2023 | 2023-10-27 | poster | https://arxiv.org/abs/2309.16748 | https://arxiv.org/pdf/2309.16748.pdf |
A Computational Framework for Solving Wasserstein Lagrangian Flows | Kirill Neklyudov, Rob Brekelmans, Alexander Tong, Lazar Atanackovic, qiang liu, Alireza Makhzani | NeurIPS OTML Workshop | poster | https://openreview.net/forum?id=5NGwDptjPx | https://arxiv.org/pdf/2310.10649.pdf |