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NeurIPS 2024
Vancouver, Canada
Vancouver Convention Centre
Google DeepMind is proud to be a Diamond Sponsor for NeurIPS 2024.
About NeurIPS: The conference was founded in 1987 and is now a multi-track interdisciplinary annual meeting that includes invited talks, demonstrations, symposia, and oral and poster presentations of refereed papers. Along with the conference is a professional exposition focusing on machine learning in practice, a series of tutorials, and topical workshops that provide a less formal setting for the exchange of ideas.
Organising Committee
Lora Aroyo - Data and Benchmarks Chair
Ioana Bica - Affinity Chair
Andrew Dai - Tutorial Chair
Ulrich Paquet - Program Chair
Showcase
Join us at the Google DeepMind booth for the following sessions
Improving medium range global weather forecasting with GenCast
Tuesday 10th December: 13:00-13:30
ML is transforming the way we talk about and predict the weather. Join us as we share our recently released and published weather model, GenCast, and how it builds on our previous deterministic model, to create forecasts consisting of an ensemble of 50+ predictions with unprecedented accuracy up to 15 days out. Explore its potential to reshape how we understand and respond to weather.
AI for Education : LearnLM Tutor
Tuesday 10th December: 16:00-16:30
LearnLM, an experimental research model based on Gemini and fine-tuned for learning, has recently been released for preview access via Google AI Studio. We will talk about the challenges and promises of fine-tuning Gemini for pedagogy and demo the model.
AI Tools for Music Creation
Tuesday 10th December: 18:30-20:00
Come try out the latest advancements in real-time music generation. We’ll explore MusicFX DJ, a new type of live musical instrument developed to allow anyone, regardless of prior skill level, to steer and control a generative musical jam session. There will be a talk to dive into how the model works, and live demos for everyone try out together.
Mastering Chess With Language Models
Wednesday 11th December: 09:30-10:00
Interested in the development of planning and reasoning capabilities with large language models? Join us as we showcase a number of ways in which we can utilize games, and chess in particular, to help accelerate the development of such strong reasoning in LLMs. We'll first show what is possible with transformers without explicit planning steps, and then demonstrate explicit internal and external planning strategies, finishing off with a live Gemini “Chess champ” demo.
Meet the Gemini Team
Wednesday 11th December: 12:00-13:00
Join us as members of the team working on Gemini will be at the booth to meet and answer questions.
The Gemmaverse and the research its powering
Wednesday 11th December: 14:00-14:30
Looking for a high performance lightweight model for research or personal use? You’ll be interested in the Gemma family. We’ll show the various variants of Gemma, and the research they’re powering in this talk. By the end of the session you’ll know exactly where to get these models and how to use them for your own needs.
Astra
Wednesday 11th December: 16:30-17:00
A presentation on Project Astra, a research prototype which explores the future of AI assistants
Genie 2: A large-scale foundation world model
Thursday 12th December: 09:30-10:00
Come to learn about Genie 2, a foundation world model capable of generating an endless variety of action-controllable, playable 3D environments for training and evaluating embodied agents. Based on a single prompt image, it can be played by a human or AI agent using keyboard and mouse inputs.
Protein Function Prediction - challenges and opportunities
Thursday 12th December: 12:30-13:00
Ever wondered how scientists figure out what a protein does? See our model predict protein function in real-time! How do we know if a model made a novel prediction or an error? We'll demonstrate how we go beyond simple ground truth matching to evaluate prediction quality and automatically find supporting evidence, providing a new level of confidence in the results.
Isomorphic Labs - designing new medicines with AI
Thursday 12th December: 14:00-14:30
We are evolving the field of drug discovery by developing new AI models like AlphaFold 3 and beyond, allowing us to better understand disease and design new therapeutic molecules in-silico. We can use these models to discover drug candidates. Learn about our cutting-edge AI tech, and some of the most exciting challenges our growing team of AI researchers and engineers are working on currently.
Meet the Talent Acquistion Team
Wednesday 11th December: 13:00-14:00
Thursday 12th December: 13:00-14:00
Join Google DeepMinds Talent Acquisition team if you want to learn about hiring locations and current open roles. Come and ask questions about what we look for in CV's, interview preparation guidance as well as other general tips and tricks for applying to roles.
Affinity Events
Discover the affinity groups we're partnering with to build a more supportive and inclusive space
Women in Machine Learning (WiML)
We’re supporting the WiML community in increasing awareness and appreciation of the achievements of women in machine learning.
Black in AI
We’re supporting the Black in AI community in increasing the presence and inclusion of Black people in the field of AI by creating space, collaborations, mentorship and advocacy.
LatinX in AI
We’re supporting LatinX in AI (LXAI) to foster a thriving community of LatinX professionals in AI, ML, and data science through research, mentorship, and advocacy
Research
Explore our papers at NeurIPS 2024
4+3 Phases of Compute-Optimal Neural Scaling Laws
Elliot Paquette · Courtney Paquette · Lechao Xiao · Jeffrey Pennington
Spotlight Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #5708
A Decision-Language Model (DLM) for Dynamic Restless Multi-Armed Bandit Tasks in Public Health
Nikhil Behari · Edwin Zhang · YUNFAN ZHAO · Aparna Taneja · Dheeraj Nagaraj · Milind Tambe
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2505
A Distributional Analogue to the Successor Representation
Harley Wiltzer · Jesse Farebrother · Arthur Gretton · Yunhao Tang · Andre Barreto · Will Dabney · Marc Bellemare · Mark Rowland
Poster: Wed, 24 Jul, 1:30 - 3:00, Hall C 4-9 #1405
Adaptive Randomized Smoothing: Certifying Multi-Step Defences against Adversarial Examples
Saiyue Lyu · Shadab Shaikh · Frederick Shpilevskiy · Evan Shelhamer · Mathias Lécuyer
Spotlight Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2205
Amortized Planning with Large-Scale Transformers: A Case Study on Chess
Anian Ruoss · Grégoire Delétang · Sourabh Medapati · Jordi Grau-Moya · Kevin Li · Elliot Catt · John Reid · Cannada Lewis · Tim Genewein · Joel Veness
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #2310
Analysis of the edge-of-stability and stable training regimes of large-step-size gradient descent for two-layer networks
Yuhang Cai · Jingfeng Wu · Song Mei · Michael Lindsey · Peter Bartlett
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2303
Auditing Privacy Mechanisms via Label Inference Attacks
Róbert Busa-Fekete · Travis Dick · Claudio Gentile · Andres Munoz Medina · Adam Smith · Marika Swanberg
Spotlight Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #5900
Bayesian Online Natural Gradient (BONG)
Matt Jones · Peter Chang · Kevin Murphy
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #4009
Beyond Aesthetics: Cultural Competence in Text-to-Image Models
Nithish Kannen Senthilkumar · Arif Ahmad · Marco Andreetto · Vinodkumar Prabhakaran · Utsav Prabhu · Adji Bousso Dieng · Pushpak Bhattacharyya · Shachi Dave
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #5108
Beyond Slow Signs in High-fidelity Model Extraction
Hanna Foerster · Robert Mullins · I Shumailov · Jamie Hayes
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4501
Block Transformer: Global-to-Local Language Modeling for Fast Inference
Namgyu Ho · Sangmin Bae · Taehyeon Kim · Hyunjik Jo · Yireun Kim · Tal Schuster · Adam Fisch · James Thorne · Se-Young Yun
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3407
Building on Efficient Foundations: Effective Training of LLMs with Structured Feedforward Layers
Xiuying Wei · Skander Moalla · Razvan Pascanu · Caglar Gulcehre
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2010
CALE: Continuous Arcade Learning Environment
Jesse Farebrother · Pablo Samuel Castro
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #6404
CAT3D: Create Anything in 3D with Multi-View Diffusion Models
Ruiqi Gao · Aleksander Holynski · Philipp Henzler · Arthur Brussee · Ricardo Martin Brualla · Pratul Srinivasan · Jonathan Barron · Ben Poole
Oral Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, Oral presentation: Oral Session 4B, Thu 12 Dec 3:30 p.m. PST — 4:30 p.m. PST, East Exhibit Hall A-C #1610
Chain-of-Thought Reasoning Without Prompting
Xuezhi Wang · Denny Zhou
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #2811
CodeRosetta: Pushing the Boundaries of Unsupervised Code Translation for Parallel Programming
Ali TehraniJamsaz · Arijit Bhattacharjee · Le Chen · Nesreen K. Ahmed · Amir Yazdanbakhsh · Ali Jannesari
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3400
Conformalized Credal Set Predictors
Alireza Javanmardi · David Stutz · Eyke Hüllermeier
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #6802
Data curation via joint example selection further accelerates multimodal learning
Talfan Evans · Nikhil Parthasarathy · Hamza Merzic · Olivier Henaff
Spotlight Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #1801
DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors
Joseph Ortiz · Antoine Dedieu · Wolfgang Lehrach · J Swaroop Guntupalli · Carter Wendelken · Ahmad Humayun · Sivaramakrishnan Swaminathan · Guangyao Zhou · Miguel Lazaro-Gredilla · Kevin Murphy
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #6101
Efficient Sketches for Training Data Attribution and Studying the Loss Landscape
Andrea Schioppa
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST,
EM Distillation for One-step Diffusion Models
Sirui Xie · Zhisheng Xiao · Diederik Kingma · Tingbo Hou · Ying Nian Wu · Kevin Murphy · Tim Salimans · Ben Poole · Ruiqi Gao
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #2801
Estimators for Bounding the Effect of Policies: A Graphical Approach
Alexis Bellot · Silvia Chiappa
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #5009
Evaluating Numerical Reasoning in Text-to-Image Models
Ivana Kajic · Olivia Wiles · Isabela Albuquerque · Matthias Bauer · Su Wang · Jordi Pont-Tuset · Aida Nematzadeh
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #5304
Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers
Krzysztof M Choromanski · Arijit Sehanobish · Somnath Basu Roy Chowdhury · Han Lin · Kumar Avinava Dubey · Tamas Sarlos · Snigdha Chaturvedi
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #3400
FlexCap: Describe Anything in Images in Controllable Detail
Debidatta Dwibedi · Vidhi Jain · Jonathan Tompson · Andrew Zisserman · Yusuf Aytar
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3709
Foundations of Multivariate Distributional Reinforcement Learning
Harley Wiltzer · Jesse Farebrother · Arthur Gretton · Mark Rowland
Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #6704
Fractal Patterns May Illuminate the Success of Next-Token Prediction
Ibrahim Alabdulmohsin · Vinh Tran · Mostafa Dehghani
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3105
Generative Hierarchical Materials Search
Sherry Yang · Simon Batzner · Ruiqi Gao · Muratahan Aykol · Alexander Gaunt · Brendan C McMorrow · Danilo Jimenez Rezende · Dale Schuurmans · Igor Mordatch · Ekin Dogus Cubuk
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4808
Geometric-Averaged Preference Optimization for Soft Preference Labels
Hiroki Furuta · Kuang-Huei Lee · Shixiang (Shane) Gu · Yutaka Matsuo · Aleksandra Faust · Heiga Zen · Izzeddin Gur
Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #3300
ICAL: Continual Learning of Multimodal Agents by Transforming Trajectories into Actionable Insights
Gabriel Sarch · Lawrence Jang · Michael Tarr · William Cohen · Kenneth Marino · Katerina Fragkiadaki
Spotlight Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #6409
Imitating Language via Scalable Inverse Reinforcement Learning
Markus Wulfmeier · Michael Bloesch · Nino Vieillard · Arun Ahuja · Jorg Bornschein · Sandy Huang · Artem Sokolov · Matt Barnes · Guillaume Desjardins · Alex Bewley · Sarah Bechtle · Jost Tobias Springenberg · Nikola Momchev · Olivier Bachem · Matthieu Geist · Martin Riedmiller
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #6603
Implicit learning rate schedules in reinforcement learning
Clare Lyle · Zeyu Zheng · Khimya Khetarpal · James Martens · Hado van Hasselt · Razvan Pascanu · Will Dabney
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #4801
Improving Sparse Decomposition of Language Model Activations with Gated Sparse Autoencoders
Senthooran Rajamanoharan · Arthur Conmy · Lewis Smith · Tom Lieberum · Vikrant Varma · Janos Kramar · Rohin Shah · Neel Nanda
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3009
In-Context Learning of a Linear Transformer Block: Benefits of the MLP Component and One-Step GD Initialization
Ruiqi Zhang · Jingfeng Wu · Peter Bartlett
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4804
Learning diverse causally emergent representations from time series data
David McSharry · Christos Kaplanis · Fernando Rosas · Pedro A.M Mediano
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2210
Learning rigid-body simulators over implicit shapes for large-scale scenes and vision
Yulia Rubanova · Tatiana Lopez-Guevara · Kelsey Allen · Will Whitney · Kimberly Stachenfeld · Tobias Pfaff
Oral Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST Oral presentation: Oral Session 5A Fri 13 Dec 10 a.m. PST — 11 a.m. PS, East Exhibit Hall A-C #3004
Learning Successor Features the Simple Way
Raymond Chua · Arna Ghosh · Christos Kaplanis · Blake Richards · Doina Precup
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #6504
Learning with Fitzpatrick losses
Seta Rakotomandimby · Jean-Philippe Chancelier · Michel De Lara · Mathieu Blondel
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #5906
Linear Transformers are Versatile In-Context Learners
Max Vladymyrov · Johannes von Oswald · Mark Sandler · Rong Ge
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2809
LocCa: Visual Pretraining with Location-aware Captioners
Bo Wan · Michael Tschannen · Yongqin Xian · Filip Pavetic · Ibrahim Alabdulmohsin · Xiao Wang · André Susano Pinto · Andreas Steiner · Lucas Beyer · Xiaohua Zhai
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3602
Long-form factuality in large language models
Jerry Wei · Chengrun Yang · Xinying Song · Yifeng Lu · Nathan Hu · Jie Huang · Dustin Tran · Daiyi Peng · Ruibo Liu · Da Huang · Cosmo Du · Quoc V Le
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3000
Many-Shot In-Context Learning
Rishabh Agarwal · Avi Singh · Lei Zhang · Bernd Bohnet · Luis Rosias · Stephanie Chan · Biao Zhang · Ankesh Anand · Zaheer Abbas · Azade Nova · John Co-Reyes · Eric Chu · Feryal Behbahani · Aleksandra Faust · Hugo Larochelle
Spotlight Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #2701
MatFormer: Nested Transformer for Elastic Inference
Fnu Devvrit · Sneha Kudugunta · Aditya Kusupati · Tim Dettmers · Kaifeng Chen · Inderjit Dhillon · Yulia Tsvetkov · Hannaneh Hajishirzi · Sham Kakade · Ali Farhadi · Prateek Jain
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #2507
Measuring Goal-Directedness
Matt MacDermott · James Fox · Francesco Belardinelli · Tom Everitt
Spotlight Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3000
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving
Aniket Didolkar · Anirudh Goyal · Nan Rosemary Ke · Siyuan Guo · Michal Valko · Timothy Lillicrap · Danilo Jimenez Rezende · Yoshua Bengio · Michael Mozer · Sanjeev Arora
Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2704
Mind the Graph When Balancing Data for Fairness or Robustness
Jessica Schrouff · Alexis Bellot · Amal Rannen-Triki · Alan Malek · Isabela Albuquerque · Arthur Gretton · Alexander D'Amour · Silvia Chiappa
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #5507
Mixture of Nested Experts: Adaptive Processing of Visual Tokens
Gagan Jain · Nidhi Hegde · Aditya Kusupati · Arsha Nagrani · Shyamal Buch · Prateek Jain · Anurag Arnab · Sujoy Paul
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #2502
Moving Off-the-Grid: Scene-Grounded Video Representations
Sjoerd van Steenkiste · Daniel Zoran · Yi Yang · Yulia Rubanova · Rishabh Kabra · Carl Doersch · Dilara Gokay · Joseph Heyward · Etienne Pot · Klaus Greff · Drew Hudson · Thomas Keck · Joao Carreira · Alexey Dosovitskiy · Mehdi S. M. Sajjadi · Thomas Kipf
Spotlight Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #1604
Multistep Distillation of Diffusion Models via Moment Matching
Tim Salimans · Emiel Hoogeboom · Thomas Mensink · Jonathan Heek
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2603
Multi-turn Reinforcement Learning with Preference Human Feedback
Lior Shani · Aviv Rosenberg · Asaf Cassel · Oran Lang · Daniele Calandriello · Avital Zipori · Hila Noga · Orgad Keller · Bilal Piot · Idan Szpektor · Avinatan Hassidim · Yossi Matias · Remi Munos
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #6402
MUVERA: Multi-Vector Retrieval via Fixed Dimensional Encoding
Rajesh Jayaram · Laxman Dhulipala · Majid Hadian · Jason Lee · Vahab Mirrokni
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #1811
Near-Minimax-Optimal Distributional Reinforcement Learning with a Generative Model
Mark Rowland · Kevin Li · Remi Munos · Clare Lyle · Yunhao Tang · Will Dabney
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #6609
Near-Optimal Streaming Heavy-Tailed Statistical Estimation with Clipped SGD
Aniket Das · Dheeraj Nagaraj · Soumyabrata Pal · Arun Suggala · Prateek Varshney
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4707
Neglected Hessian component explains mysteries in Sharpness regularization
Yann Dauphin · Atish Agarwala · Hossein Mobahi
Spotlight Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2007
Neural Assets: 3D-aware Multi-Object Scene Synthesis with Image Diffusion Models
Ziyi Wu · Yulia Rubanova · Rishabh Kabra · Drew Hudson · Igor Gilitschenski · Yusuf Aytar · Sjoerd van Steenkiste · Kelsey Allen · Thomas Kipf
Spotlight Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #1507
No Filter: Cultural and Socioeconomic Diversity in Contrastive Vision-Language Models
Angéline Pouget · Lucas Beyer · Emanuele Bugliarello · Xiao Wang · Andreas Steiner · Xiaohua Zhai · Ibrahim Alabdulmohsin
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #3810
Non-Stationary Learning of Neural Networks with Automatic Soft Parameter Reset
Alexandre Galashov Michalis Titsias · Razvan Pascanu · Clare Lyle · András György · Yee Whye Teh · Maneesh Sahani
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #7200
Normalization and effective learning rates in reinforcement learning
Clare Lyle · Zeyu Zheng · Khimya Khetarpal · James Martens · Hado van Hasselt · Razvan Pascanu · Will Dabney
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #4801
On scalable oversight with weak LLMs judging strong LLMs
Zachary Kenton · Noah Siegel · Janos Kramar · Jonah Brown-Cohen · Samuel Albanie · Jannis Bulian · Rishabh Agarwal · David Lindner · Yunhao Tang · Noah Goodman · Rohin Shah
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #4403
On the Effects of Data Scale on Computer Control Agents
WEI Li · William Bishop · Alice Li · Christopher Rawles · Folawiyo Campbell-Ajala · Divya Tyamagundlu · Oriana Riva
Spotlight Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #5300
Optimal Scalarizations for Sublinear Hypervolume Regret
Qiuyi (Richard) Zhang
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #5907
Pre-trained Gaussian Processes for Bayesian Optimization
Zi Wang · George Dahl · Kevin Swersky · Chansoo Lee · Zachary Nado · Justin Gilmer · Jasper Snoek · Zoubin Ghahramani
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4206
Preference Learning Algorithms Do Not Learn Preference Rankings
Angelica Chen · Sadhika Malladi · Lily Zhang · Xinyi Chen · Qiuyi (Richard) Zhang · Rajesh Ranganath · Kyunghyun Cho
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3106
Query-Based Adversarial Prompt Generation
Jonathan Hayase · Ema Borevković · Nicholas Carlini · Florian Tramer · Milad Nasr
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4501
Reawakening knowledge: Anticipatory recovery from catastrophic interference via structured training
Yanlai Yang · Matt Jones · Michael Mozer · Mengye Ren
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #5809
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery
Anand Gopalakrishnan · Aleksandar Stanić · Jürgen Schmidhuber · Michael Mozer
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3707
REDUCR: Robust Data Downsampling using Class Priority Reweighting
William Bankes · George Hughes · Ilija Bogunovic · Zi Wang
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #1904
ReMI: A Dataset for Reasoning with Multiple Images
Mehran Kazemi · Nishanth Dikkala · Ankit Anand · Petar Devic · Ishita Dasgupta · Fangyu Liu · Bahare Fatemi · Pranjal Awasthi · Sreenivas Gollapudi · Dee Guo · Ahmed Qureshi
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #5104
Scalable Bayesian Optimization via Focalized Sparse Gaussian Processes
Yunyue Wei · Vincent Zhuang · Saraswati Soedarmadji · Yanan Sui
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3804
Scaling Law in Linear Regression: Compute, Parameters, and Data
Licong Lin · Jingfeng Wu · Sham Kakade · Peter Bartlett · Jason Lee
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #2204
Scaling Sign Language Translation
Biao Zhang · Garrett Tanzer · Orhan Firat
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #3603
Schrodinger Bridge Flow for Unpaired Data Translation
Valentin De Bortoli · Iryna Korshunova · Andriy Mnih · Arnaud Doucet
Spotlight Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #2504
SELF-DISCOVER: Large Language Models Self-Compose Reasoning Structures
Pei Zhou · Jay Pujara · Xiang Ren · Xinyun Chen · Heng-Tze Cheng · Quoc V Le · Ed Chi · Denny Zhou · Swaroop Mishra · Huaixiu (Steven) Zheng
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #4506
Simplified and Generalized Masked Diffusion for Discrete Data
Jiaxin Shi · Kehang Han · Zhe Wang · Arnaud Doucet · Michalis Titsias
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #7307
Small steps no more: Global convergence of stochastic gradient bandits for arbitrary learning rates
Jincheng Mei · Bo Dai · Alekh Agarwal · Sharan Vaswani · Anant Raj · Csaba Szepesvari · Dale Schuurmans
Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #6701
Stepping on the Edge: Curvature Aware Learning Rate Tuners
Vincent Roulet · Atish Agarwala · Jean-Bastien Grill · Grzegorz Swirszcz · Mathieu Blondel · Fabian Pedregosa
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #1905
Stratified Prediction-Powered Inference for Effective Hybrid Evaluation of Language Models
Adam Fisch · Joshua Maynez · R. Hofer · Bhuwan Dhingra · Amir Globerson · William Cohen
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4706
Stratified Prediction-Powered Inference
Arijit Sehanobish · Kumar Avinava Dubey · Krzysztof M Choromanski · Somnath Basu Roy Chowdhury · Deepali Jain · Vikas Sindhwani · Snigdha Chaturvedi
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #3411
Studying Scalable and Fast Gradient Sketches
Andrea Schioppa
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST
Swap Regret, Symmetry, and Nash Convergence in Games
Renato Leme · Georgios Piliouras · Jon Schneider
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #6303
TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools
Avi Caciularu · Alon Jacovi · Eyal Ben-David · Sasha Goldshtein · Tal Schuster · Jonathan Herzig · Gal Elidan · Amir Globerson
Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2809
TAPVid-3D: A Benchmark for Tracking Any Point in 3D
Skanda Koppula · Ignacio Rocco · Yi Yang · joseph heyward · Joao Carreira · Andrew Zisserman · Gabriel Brostow · Carl Doersch
Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #1708
The High Line: Exact Risk and Learning Rate Curves of Stochastic Adaptive Learning Rate Algorithms
Elizabeth Collins-Woodfin · Inbar Seroussi · Begoña García Malaxechebarría · Andrew W. Mackenzie · Elliot Paquette · Courtney Paquette
Poster: Wed 11 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #5909
The Poisson Midpoint Method for Langevin Dynamics: Provably Efficient Discretization for Diffusion Models
Saravanan Kandasamy · Dheeraj Nagaraj
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4800
Time-Reversal Provides Unsupervised Feedback to LLMs
Yerram Varun · Rahul Madhavan · Sravanti Addepalli · Arun Suggala · Karthikeyan Shanmugam · Prateek Jain
Spotlight Poster: Thu 12 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #7205
To Believe or Not to Believe Your LLM: Iterative Prompting for Estimating Epistemic Uncertainty
Yasin Abbasi Yadkori · Ilja Kuzborskij · András György · Csaba Szepesvari
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #3408
Towards Estimating Bounds on the Effect of Policies under Unobserved Confounding
Alexis Bellot · Silvia Chiappa
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #5009
Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear q^\pi-Realizability and Concentrability
Volodymyr Tkachuk · Gellert Weisz · Csaba Szepesvari
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #6909
Transformers need glasses! Information over-squashing in language tasks
Federico Barbero · Andrea Banino · Steven Kapturowski · Dharshan Kumaran · João Madeira Araújo · Oleksandr Vitvitskyi · Razvan Pascanu · Petar Veličković
Poster: Thu 12 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #1806
Understanding Transformers via N-Gram Statistics
Timothy Nguyen
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #3406
Understanding Visual Feature Reliance through the Lens of Complexity
Thomas FEL · Louis Béthune · Andrew Lampinen · Thomas Serre · Katherine Hermann
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, West Ballroom A-D #7001
UQE: A Query Engine for Unstructured Databases
Hanjun Dai · Bethany Wang · Xingchen Wan · Bo Dai · Sherry Yang · Azade Nova · Pengcheng Yin · Mangpo Phothilimthana · Charles Sutton · Dale Schuurmans
Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, East Exhibit Hall A-C #1900
Web-Scale Visual Entity Recognition: An LLM-Driven Data Approach
Mathilde Caron · Alireza Fathi · Cordelia Schmid · Ahmet Iscen
Poster: Fri 13 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #1310
What makes unlearning hard and what to do about it
KAIRAN ZHAO · Meghdad Kurmanji · George-Octavian Bărbulescu · Eleni Triantafillou · Peter Triantafillou
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #2310
What type of inference is planning?
Miguel Lazaro-Gredilla · Li Ku · Kevin Murphy · Dileep George
Spotlight Poster: Fri 13 Dec 4:30 p.m. PST — 7:30 p.m. PST, West Ballroom A-D #6200
When Your AIs Deceive You: Challenges of Partial Observability in Reinforcement Learning from Human Feedback
Leon Lang · Davis Foote · Stuart J Russell · Anca Dragan · Erik Jenner · Scott Emmons
Poster: Wed 11 Dec 11 a.m. PST — 2 p.m. PST, East Exhibit Hall A-C #4507