A curated list of papers on reinforcement learning for video generation
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Nov 7, 2025
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reward-model
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OpenJudge: A Unified Framework for Holistic Evaluation and Quality Rewards
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Dec 29, 2025 - Python
[ICLR 2024] SemiReward: A General Reward Model for Semi-supervised Learning
machine-learning natural-language-processing computer-vision regression transformer semi-supervised-learning audio-classification weakly-supervised-learning yahoo-answers cifar-100 label-noise esc-50 vision-transformer reward-model
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Nov 9, 2025 - Python
A comrephensive collection of learning from rewards in the post-training and test-time scaling of LLMs, with a focus on both reward models and learning strategies across training, inference, and post-inference stages.
reinforcement-learning post-training self-correction reward-learning large-language-models llm llms reward-models reward-model reward-modeling guided-decoding test-time-scaling
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Jun 13, 2025
A curated list of awesome resources about reward construction for AI agents. This repository covers cutting-edge research, and practical guides on defining and collecting rewards to build more intelligent and aligned AI agents.
agent awesome reinforcement-learning rl awesome-list llm reward-model agentic-ai rlvr agent-training
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Sep 1, 2025
An official implementation of "SPARK: Synergistic Policy And Reward Co-Evolving Framework"
self-improvement multi-modal large-language-models vision-language-model reward-model large-vision-language-models self-rewarding math-reasoning
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Oct 23, 2025 - Python
Proposed fuzzy reward model with GRPO to improve VLM's abilities in crowd counting task.
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Apr 11, 2025 - Python
This repository contains the lab work for Coursera course on "Generative AI with Large Language Models".
reinforcement-learning transformer kl-divergence proximal-policy-optimization large-language-models prompt-engineering flan-t5 instruction-finetuning low-rank-adaptation reward-model parameter-efficient-fine-tuning llm-evaluation
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Dec 1, 2023 - Jupyter Notebook
Code for ICML 2025 paper "GRAM: A Generative Foundation Reward Model for Reward Generalization"
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Sep 4, 2025 - Python
Official PyTorch Implementation for the "RewardSDS: Aligning Score Distillation via Reward-Weighted Sampling" paper!
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Jun 10, 2025 - Python
ACL'25: Cheems: A Practical Guidance for Building and Evaluating Chinese Reward Models from Scratch
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Jun 10, 2025 - Python
LightRFT: Light, Efficient, Omni-modal & Reward-model Driven Reinforcement Fine-Tuning Framework
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Dec 28, 2025 - Python
DocReward: A Document Reward Model for Structuring and Stylizing
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Dec 25, 2025 - Python
A curated list of research papers, models, and resources related to R1-style reasoning models following DeepSeek-R1's breakthrough in January 2025.
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Jul 2, 2025
Developing a LLM response ranking reward model using HFRL except it's GPT-3.5 instead of human.
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Dec 28, 2023 - Jupyter Notebook
This project implements a multi-module reward model training system designed to further RL finetune agent performance across complex multi-turn tasks.
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Aug 16, 2025 - Python
"This project implements a mini LLM alignment pipeline using Reinforcement Learning from Human Feedback (RLHF). It includes training a reward model from human-annotated preference data, fine-tuning the language model via policy optimization, and performing ablation studies to evaluate robustness, fairness, and alignment trade-offs."
python nlp machine-learning deep-learning transformers pytorch alignment language-models tokenization ai-safety fine-tuning preference-learning ppo policy-optimization dpo human-feedback rlhf reward-model
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Oct 19, 2025 - Jupyter Notebook
Compose, train and test fast LLM routers
model-selection automl-pipeline large-language-models llms reward-model llm-training llm-inference llm-evaluation llm-pipeline llm-routing
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Oct 8, 2025 - Python
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