Language Generation with Replay: A Learning-Theoretic View of Model Collapse
Paper
• 2603.11784 • Published
AI & ML interests
None defined yet.
Recent Activity
View all activity
Papers
MortalMATH: Evaluating the Conflict Between Reasoning Objectives and Emergency Contexts
T-REGS: Minimum Spanning Tree Regularization for Self-Supervised Learning
misovalko
authored a paper 3 days ago
TheotimeLH
authored a paper 7 days ago
gabrielloiseau
authored a paper 19 days ago
gabrielloiseau
submitted a paper to Daily Papers 20 days ago
wenri
authored a paper about 1 month ago
gabrielloiseau
authored a paper about 1 month ago
sileod
submitted a paper to Daily Papers about 2 months ago
misovalko
authored 13 papers 3 months ago
Optimal Design for Reward Modeling in RLHF
Paper
• 2410.17055 • Published
Sharp Deviations Bounds for Dirichlet Weighted Sums with Application to analysis of Bayesian algorithms
Paper
• 2304.03056 • Published
KL-Entropy-Regularized RL with a Generative Model is Minimax Optimal
Paper
• 2205.14211 • Published
Local and adaptive mirror descents in extensive-form games
Paper
• 2309.00656 • Published
Model-free Posterior Sampling via Learning Rate Randomization
Paper
• 2310.18186 • Published
Curiosity in Hindsight: Intrinsic Exploration in Stochastic Environments
Paper
• 2211.10515 • Published
DoMo-AC: Doubly Multi-step Off-policy Actor-Critic Algorithm
Paper
• 2305.18501 • Published
A New Bound on the Cumulant Generating Function of Dirichlet Processes
Paper
• 2409.18621 • Published
VA-learning as a more efficient alternative to Q-learning
Paper
• 2305.18161 • Published
Generalized Preference Optimization: A Unified Approach to Offline Alignment
Paper
• 2402.05749 • Published
Preference Optimization with Multi-Sample Comparisons
Paper
• 2410.12138 • Published
RL-finetuning LLMs from on- and off-policy data with a single algorithm
Paper
• 2503.19612 • Published
A Provably Efficient Sample Collection Strategy for Reinforcement Learning
Paper
• 2007.06437 • Published