Investigating Language Model Capabilities to Represent and Process Formal Knowledge: A Preliminary Study to Assist Ontology Engineering
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2509.10249
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Published
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MortalMATH: Evaluating the Conflict Between Reasoning Objectives and Emergency Contexts
T-REGS: Minimum Spanning Tree Regularization for Self-Supervised Learning
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Optimal Design for Reward Modeling in RLHF
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2410.17055
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Published
Sharp Deviations Bounds for Dirichlet Weighted Sums with Application to analysis of Bayesian algorithms
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2304.03056
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Published
KL-Entropy-Regularized RL with a Generative Model is Minimax Optimal
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2205.14211
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Published
Local and adaptive mirror descents in extensive-form games
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2309.00656
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Published
Model-free Posterior Sampling via Learning Rate Randomization
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2310.18186
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Published
Curiosity in Hindsight: Intrinsic Exploration in Stochastic Environments
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2211.10515
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Published
DoMo-AC: Doubly Multi-step Off-policy Actor-Critic Algorithm
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2305.18501
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Published
A New Bound on the Cumulant Generating Function of Dirichlet Processes
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2409.18621
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Published
VA-learning as a more efficient alternative to Q-learning
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2305.18161
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Published
Generalized Preference Optimization: A Unified Approach to Offline Alignment
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2402.05749
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Published
Preference Optimization with Multi-Sample Comparisons
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2410.12138
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Published
RL-finetuning LLMs from on- and off-policy data with a single algorithm
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2503.19612
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Published
A Provably Efficient Sample Collection Strategy for Reinforcement Learning
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2007.06437
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Published
Model-Free Learning for Two-Player Zero-Sum Partially Observable Markov Games with Perfect Recall
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2106.06279
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Published
Unifying Gradient Estimators for Meta-Reinforcement Learning via Off-Policy Evaluation
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2106.13125
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Published
Broaden Your Views for Self-Supervised Video Learning
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2103.16559
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Published
UCB Momentum Q-learning: Correcting the bias without forgetting
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2103.01312
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Published