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Collections including paper arxiv:2510.10197

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 34
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

Don't Just Fine-tune the Agent, Tune the Environment

Paper • 2510.10197 • Published Oct 11, 2025 • 30

Read Later Stack

Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13, 2025 • 33
Self-Improving LLM Agents at Test-Time

Paper • 2510.07841 • Published Oct 9, 2025 • 10
Making Mathematical Reasoning Adaptive

Paper • 2510.04617 • Published Oct 6, 2025 • 23
DocReward: A Document Reward Model for Structuring and Stylizing

Paper • 2510.11391 • Published Oct 13, 2025 • 27

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 72
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3, 2025 • 23
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3, 2025 • 24
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31, 2025 • 5

AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Paper • 2402.15506 • Published Feb 23, 2024 • 18
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent

Paper • 2404.03648 • Published Apr 4, 2024 • 29
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

Paper • 2405.19893 • Published May 30, 2024 • 34
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Paper • 2405.19888 • Published May 30, 2024 • 7

Environment Tuning

IcyFish/Qwen3-4B-EnvTuning-Base

Text Generation • 4B • Updated 13 days ago • 554
IcyFish/Qwen3-4B-EnvTuning

Text Generation • 4B • Updated 6 days ago • 218
Don't Just Fine-tune the Agent, Tune the Environment

Paper • 2510.10197 • Published Oct 11, 2025 • 30

Articles for review

Don't Just Fine-tune the Agent, Tune the Environment

Paper • 2510.10197 • Published Oct 11, 2025 • 30

Training Research

Language Models Can Learn from Verbal Feedback Without Scalar Rewards

Paper • 2509.22638 • Published Sep 26, 2025 • 70
Don't Just Fine-tune the Agent, Tune the Environment

Paper • 2510.10197 • Published Oct 11, 2025 • 30
Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation

Paper • 2510.08673 • Published Oct 9, 2025 • 127
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level

Paper • 2411.03562 • Published Nov 5, 2024 • 69
Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning

Paper • 2502.06060 • Published Feb 9, 2025 • 38
MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Paper • 2502.14499 • Published Feb 20, 2025 • 195
SurveyX: Academic Survey Automation via Large Language Models

Paper • 2502.14776 • Published Feb 20, 2025 • 100

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 34
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

Environment Tuning

IcyFish/Qwen3-4B-EnvTuning-Base

Text Generation • 4B • Updated 13 days ago • 554
IcyFish/Qwen3-4B-EnvTuning

Text Generation • 4B • Updated 6 days ago • 218
Don't Just Fine-tune the Agent, Tune the Environment

Paper • 2510.10197 • Published Oct 11, 2025 • 30

Don't Just Fine-tune the Agent, Tune the Environment

Paper • 2510.10197 • Published Oct 11, 2025 • 30

Articles for review

Don't Just Fine-tune the Agent, Tune the Environment

Paper • 2510.10197 • Published Oct 11, 2025 • 30

Read Later Stack

Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13, 2025 • 33
Self-Improving LLM Agents at Test-Time

Paper • 2510.07841 • Published Oct 9, 2025 • 10
Making Mathematical Reasoning Adaptive

Paper • 2510.04617 • Published Oct 6, 2025 • 23
DocReward: A Document Reward Model for Structuring and Stylizing

Paper • 2510.11391 • Published Oct 13, 2025 • 27

Training Research

Language Models Can Learn from Verbal Feedback Without Scalar Rewards

Paper • 2509.22638 • Published Sep 26, 2025 • 70
Don't Just Fine-tune the Agent, Tune the Environment

Paper • 2510.10197 • Published Oct 11, 2025 • 30
Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation

Paper • 2510.08673 • Published Oct 9, 2025 • 127
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 72
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3, 2025 • 23
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3, 2025 • 24
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31, 2025 • 5

Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level

Paper • 2411.03562 • Published Nov 5, 2024 • 69
Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning

Paper • 2502.06060 • Published Feb 9, 2025 • 38
MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Paper • 2502.14499 • Published Feb 20, 2025 • 195
SurveyX: Academic Survey Automation via Large Language Models

Paper • 2502.14776 • Published Feb 20, 2025 • 100

AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Paper • 2402.15506 • Published Feb 23, 2024 • 18
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent

Paper • 2404.03648 • Published Apr 4, 2024 • 29
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

Paper • 2405.19893 • Published May 30, 2024 • 34
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Paper • 2405.19888 • Published May 30, 2024 • 7

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