Preprint Accelerating Diffusion Models in Offline RL via Reward-Aware Consistency Trajectory Distillation 2025 Duan X, He Y, Tajwar F, Salakhutdinov R, Kolter JZ, Schneider J
Preprint Adversarial Attacks on Robotic Vision Language Action Models 2025 Jones EK, Robey A, Zou A, Ravichandran Z, Pappas GJ, Hassani H, Fredrikson M, Kolter JZ
Preprint Antidistillation Sampling 2025 Savani Y, Trockman A, Feng Z, Schwarzschild A, Robey A, Finzi M, Kolter JZ
Preprint Compute-Optimal LLMs Provably Generalize Better With Scale 2025 Finzi M, Kapoor S, Granziol D, Gu A, De Sa C, Kolter JZ, Wilson AG
Preprint Existing Large Language Model Unlearning Evaluations Are Inconclusive 2025 Feng Z, Xu YE, Robey A, Kirk R, Davies X, Gal Y, Schwarzschild A, Kolter JZ
Journal Article Large Scale Bilevel Optimization for N-K SCOPF Using Adversarial Robustness 2025 • IEEE Transactions on Power Systems • PP(99):1-12 Agarwal A, Donti PL, Kolter JZ, Pileggi L
Preprint OpenUnlearning: Accelerating LLM Unlearning via Unified Benchmarking of Methods and Metrics 2025 Dorna V, Mekala A, Zhao W, McCallum A, Lipton ZC, Kolter JZ, Maini P
Preprint Predicting the Performance of Black-box LLMs through Self-Queries 2025 Sam D, Finzi M, Kolter JZ
Preprint Reevaluating Policy Gradient Methods for Imperfect-Information Games 2025 Rudolph M, Lichtle N, Mohammadpour S, Bayen A, Kolter JZ, Zhang A, Farina G, Vinitsky E, Sokota S
Preprint Safety Pretraining: Toward the Next Generation of Safe AI 2025 Maini P, Goyal S, Sam D, Robey A, Savani Y, Jiang Y, Zou A, Lipton ZC, Kolter JZ
Preprint Thinking Slow, Fast: Scaling Inference Compute with Distilled Reasoners 2025 Paliotta D, Wang J, Pagliardini M, Li KY, Bick A, Kolter JZ, Gu A, Fleuret F, Dao T
Preprint Training a Generally Curious Agent 2025 Tajwar F, Jiang Y, Thankaraj A, Rahman SS, Kolter JZ, Schneider J, Salakhutdinov R
Preprint Unnatural Languages Are Not Bugs but Features for LLMs 2025 Duan K, Zhao Y, Feng Z, Ni J, Pang T, Liu Q, Cai T, Dou L, Kawaguchi K, Goyal A, Kolter JZ, Shieh MQ
Journal Article A SIMPLE AND EFFECTIVE PRUNING APPROACH FOR LARGE LANGUAGE MODELS 2024 • 12th International Conference on Learning Representations Iclr 2024 Sun M, Liu Z, Bair A, Kolter JZ
Preprint Adaptive Data Optimization: Dynamic Sample Selection with Scaling Laws 2024 Jiang Y, Zhou A, Feng Z, Malladi S, Kolter JZ
Preprint An Axiomatic Approach to Model-Agnostic Concept Explanations 2024 Feng Z, Moshkovitz M, Di Castro D, Kolter JZ
Preprint Automated Black-box Prompt Engineering for Personalized Text-to-Image Generation 2024 He Y, Robey A, Murata N, Jiang Y, Williams JN, Pappas GJ, Hassani H, Mitsufuji Y, Salakhutdinov R, Kolter JZ
Preprint Bayesian Neural Networks with Domain Knowledge Priors 2024 Sam D, Pukdee R, Jeong DP, Byun Y, Kolter JZ
Preprint Blind Inverse Problem Solving Made Easy by Text-to-Image Latent Diffusion 2024 Dontas M, He Y, Murata N, Mitsufuji Y, Kolter JZ, Salakhutdinov R
Preprint Computing Low-Entropy Couplings for Large-Support Distributions 2024 Sokota S, Sam D, de Witt CS, Compton S, Foerster J, Kolter JZ
Conference Computing Low-Entropy Couplings for Large-Support Distributions 2024 • UNCERTAINTY IN ARTIFICIAL INTELLIGENCE • 244:3279-3298 Sokota S, Sam D, de Witt CS, Compton S, Foerster J, Kolter JZ