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Collections including paper arxiv:2310.00212

Preference Alignment in LLM

methods that align llm with human preference

Contrastive Prefence Learning: Learning from Human Feedback without RL

Paper • 2310.13639 • Published Oct 20, 2023 • 25
RLAIF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Paper • 2309.00267 • Published Sep 1, 2023 • 48
A General Theoretical Paradigm to Understand Learning from Human Preferences

Paper • 2310.12036 • Published Oct 18, 2023 • 14
Deep Reinforcement Learning from Hierarchical Weak Preference Feedback

Paper • 2309.02632 • Published Sep 6, 2023 • 1

Moral Foundations of Large Language Models

Paper • 2310.15337 • Published Oct 23, 2023 • 1
Specific versus General Principles for Constitutional AI

Paper • 2310.13798 • Published Oct 20, 2023 • 3
Contrastive Prefence Learning: Learning from Human Feedback without RL

Paper • 2310.13639 • Published Oct 20, 2023 • 25
RLAIF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Paper • 2309.00267 • Published Sep 1, 2023 • 48

Pairwise Proximal Policy Optimization: Harnessing Relative Feedback for LLM Alignment

Paper • 2310.00212 • Published Sep 30, 2023 • 2
Stabilizing RLHF through Advantage Model and Selective Rehearsal

Paper • 2309.10202 • Published Sep 18, 2023 • 11
Aligning Language Models with Offline Reinforcement Learning from Human Feedback

Paper • 2308.12050 • Published Aug 23, 2023 • 1
Secrets of RLHF in Large Language Models Part I: PPO

Paper • 2307.04964 • Published Jul 11, 2023 • 29

Efficient RLHF: Reducing the Memory Usage of PPO

Paper • 2309.00754 • Published Sep 1, 2023 • 15
Statistical Rejection Sampling Improves Preference Optimization

Paper • 2309.06657 • Published Sep 13, 2023 • 14
Aligning Large Multimodal Models with Factually Augmented RLHF

Paper • 2309.14525 • Published Sep 25, 2023 • 30
Stabilizing RLHF through Advantage Model and Selective Rehearsal

Paper • 2309.10202 • Published Sep 18, 2023 • 11

Secrets of RLHF in Large Language Models Part I: PPO

Paper • 2307.04964 • Published Jul 11, 2023 • 29
Safe RLHF: Safe Reinforcement Learning from Human Feedback

Paper • 2310.12773 • Published Oct 19, 2023 • 28
Stabilizing RLHF through Advantage Model and Selective Rehearsal

Paper • 2309.10202 • Published Sep 18, 2023 • 11
Pairwise Proximal Policy Optimization: Harnessing Relative Feedback for LLM Alignment

Paper • 2310.00212 • Published Sep 30, 2023 • 2

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