From December 10 to December 16, 2023, Mila researchers will attend the thirty-seventh Conference on Neural Information Processing Systems (NeurIPS) in New Orleans. This year, they will share 96 scientific papers pushing the boundaries of artificial intelligence (AI) research with their peers from all around the world.
Here is a list of papers accepted at NeurIPS 2023 that contain at least one Mila-affiliated author :
| title | authors | venue | date | status | link | |
| 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 |
