Learning from preferences is a common paradigm for fine-tuning language models. Yet, many algorithmic design decisions come into play. Our new work finds that approaches employing on-policy sampling or negative gradients outperform offline, maximum likelihood objectives.
☆32Apr 20, 2024Updated 2 years ago
Alternatives and similar repositories for understanding-rlhf
Users that are interested in understanding-rlhf are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official Code Release for "Training a Generally Curious Agent"☆48May 18, 2025Updated last year
- Code for RATIONALYST: Pre-training Process-Supervision for Improving Reasoning https://arxiv.org/pdf/2410.01044☆36Oct 3, 2024Updated last year
- ☆25Apr 3, 2025Updated last year
- Official repository of paper "RNNs Are Not Transformers (Yet): The Key Bottleneck on In-context Retrieval"☆27Apr 17, 2024Updated 2 years ago
- A simple and easy to use implementation of the soft actor-critic algorithm.☆15Sep 2, 2022Updated 4 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Counterfactual Evaluation and Learning for Interactive Systems: Foundations, Implementations, and Recent Advances☆12Aug 14, 2022Updated 4 years ago
- This is the oficial repository for "Safer-Instruct: Aligning Language Models with Automated Preference Data"☆17Feb 22, 2024Updated 2 years ago
- Official repo for Offline RL for Online RL☆18Oct 14, 2023Updated 2 years ago
- ☆36Apr 12, 2024Updated 2 years ago
- Models for explainable recommendation.☆12Jan 19, 2024Updated 2 years ago
- [NeurIPS 2025, Spotlight] An official implementation of the paper Quantization-Free Autoregressive Action Transformer☆12Mar 3, 2026Updated 6 months ago
- Optim4RL is a Jax framework of learning to optimize for reinforcement learning.☆28Nov 27, 2024Updated last year
- Code for Diagnosing Bottlenecks in Deep Q-learning. Contains implementations of tabular environments plus solvers.☆17May 14, 2019Updated 7 years ago
- (NeurIPS '22) LISA: Learning Interpretable Skill Abstractions - A framework for unsupervised skill learning using Imitation☆29Feb 22, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- TACL 2025: Investigating Adversarial Trigger Transfer in Large Language Models☆20Aug 17, 2025Updated last year
- ☆15Oct 4, 2024Updated last year
- ☆12Jul 4, 2024Updated 2 years ago
- Anchored Preference Optimization and Contrastive Revisions: Addressing Underspecification in Alignment☆62Aug 30, 2024Updated 2 years ago
- ☆19Jun 5, 2018Updated 8 years ago
- Implementation and datasets for "Training Language Models to Generate Quality Code with Program Analysis Feedback"☆43Jul 21, 2025Updated last year
- ☆24Feb 16, 2022Updated 4 years ago
- Website for release of TellMeWhy dataset for why question answering☆14Nov 11, 2022Updated 3 years ago
- Drop-in environment replacements that make your RL algorithm train faster.☆22Jun 19, 2024Updated 2 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆14Nov 15, 2022Updated 3 years ago
- ☆16Jul 16, 2024Updated 2 years ago
- Models, data, and codes for the paper: MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models☆24Sep 26, 2024Updated last year
- This is code for most of the experiments in the paper Understanding the Effects of RLHF on LLM Generalisation and Diversity☆50Jan 19, 2024Updated 2 years ago
- Code for EMNLP 2021 paper "Measuring Association Between Labels and Free-Text Rationales"☆12Sep 12, 2023Updated 2 years ago
- The official implementation of Self-Exploring Language Models (SELM)☆63Jun 4, 2024Updated 2 years ago
- Self-Supervised Alignment with Mutual Information☆20May 24, 2024Updated 2 years ago
- ☆100Jun 27, 2024Updated 2 years ago
- Code to accompany the paper "The Information Geometry of Unsupervised Reinforcement Learning"☆20Oct 6, 2021Updated 4 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- MarketGPT: Developing a Pre-trained transformer (GPT) for Modeling Financial Time Series☆19Sep 5, 2025Updated 11 months ago
- This repository includes code and materials for the paper "Efficient PRM Training Data Synthesis via Formal Verification" (ACL 2026 Findi…☆19Apr 7, 2026Updated 4 months ago
- Memory-Based Meta-Learning on Non-Stationary Distributions☆19Mar 14, 2024Updated 2 years ago
- [ICLR 2025] Unintentional Unalignment: Likelihood Displacement in Direct Preference Optimization☆32Jan 7, 2026Updated 7 months ago
- ☆29Feb 17, 2024Updated 2 years ago
- ☆11Oct 2, 2023Updated 2 years ago
- ☆54Feb 16, 2022Updated 4 years ago