tlc4418 / llm_optimizationLinks
A repo for RLHF training and BoN over LLMs, with support for reward model ensembles.
☆46Updated last year
Alternatives and similar repositories for llm_optimization
Users that are interested in llm_optimization are comparing it to the libraries listed below
Sorting:
- Rewarded soups official implementation☆62Updated 2 years ago
- Code for the ICML 2024 paper "Rewards-in-Context: Multi-objective Alignment of Foundation Models with Dynamic Preference Adjustment"☆78Updated 7 months ago
- Code for Paper (Policy Optimization in RLHF: The Impact of Out-of-preference Data)☆28Updated 2 years ago
- Code for the paper "VinePPO: Unlocking RL Potential For LLM Reasoning Through Refined Credit Assignment"☆184Updated 7 months ago
- Code for the paper: Dense Reward for Free in Reinforcement Learning from Human Feedback (ICML 2024) by Alex J. Chan, Hao Sun, Samuel Holt…☆38Updated last year
- This is code for most of the experiments in the paper Understanding the Effects of RLHF on LLM Generalisation and Diversity☆47Updated last year
- Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision☆124Updated last year
- Code and data for the paper "Understanding Hidden Context in Preference Learning: Consequences for RLHF"☆33Updated 2 years ago
- ☆46Updated last year
- ☆109Updated last year
- [ACL'24] Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization☆94Updated last year
- Official code for "Decoding-Time Language Model Alignment with Multiple Objectives".☆29Updated last year
- Research Code for "ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL"☆201Updated 9 months ago
- Code for NeurIPS 2024 paper "Regularizing Hidden States Enables Learning Generalizable Reward Model for LLMs"☆46Updated 10 months ago
- [ACL'24, Outstanding Paper] Emulated Disalignment: Safety Alignment for Large Language Models May Backfire!☆38Updated last year
- This is an official implementation of the paper ``Building Math Agents with Multi-Turn Iterative Preference Learning'' with multi-turn DP…☆32Updated last year
- official implementation of ICLR'2025 paper: Rethinking Bradley-Terry Models in Preference-based Reward Modeling: Foundations, Theory, and…☆70Updated 9 months ago
- ☆47Updated 9 months ago
- A Mechanistic Understanding of Alignment Algorithms: A Case Study on DPO and Toxicity.☆85Updated 10 months ago
- Source codes for "Preference-grounded Token-level Guidance for Language Model Fine-tuning" (NeurIPS 2023).☆17Updated last year
- An index of algorithms for reinforcement learning from human feedback (rlhf))☆92Updated last year
- Official implementation of "Direct Preference-based Policy Optimization without Reward Modeling" (NeurIPS 2023)☆42Updated last year
- This my attempt to create Self-Correcting-LLM based on the paper Training Language Models to Self-Correct via Reinforcement Learning by g…☆38Updated 6 months ago
- Direct preference optimization with f-divergences.☆15Updated last year
- Code for ACL2024 paper - Adversarial Preference Optimization (APO).☆56Updated last year
- Code release for "Debating with More Persuasive LLMs Leads to More Truthful Answers"☆124Updated last year
- SimPER: A Minimalist Approach to Preference Alignment without Hyperparameters (ICLR 2025)☆16Updated 4 months ago
- GenRM-CoT: Data release for verification rationales☆68Updated last year
- Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging☆116Updated 2 years ago
- ☆61Updated 8 months ago