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Collections including paper arxiv:2510.16872

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2 • 225
Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13 • 31
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Paper • 2510.16872 • Published Oct 19 • 104

GUI-G^2: Gaussian Reward Modeling for GUI Grounding

Paper • 2507.15846 • Published Jul 21 • 133
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Paper • 2508.05748 • Published Aug 7 • 141
Mobile-Agent-v3: Foundamental Agents for GUI Automation

Paper • 2508.15144 • Published Aug 21 • 64
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs

Paper • 2508.16153 • Published Aug 22 • 159

DocLLM: A layout-aware generative language model for multimodal document understanding

Paper • 2401.00908 • Published Dec 31, 2023 • 189
Lightning Attention-2: A Free Lunch for Handling Unlimited Sequence Lengths in Large Language Models

Paper • 2401.04658 • Published Jan 9, 2024 • 27
Weaver: Foundation Models for Creative Writing

Paper • 2401.17268 • Published Jan 30, 2024 • 45
Efficient Tool Use with Chain-of-Abstraction Reasoning

Paper • 2401.17464 • Published Jan 30, 2024 • 21

Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

Paper • 2508.10751 • Published Aug 14 • 28
Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 263
MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers

Paper • 2508.14704 • Published Aug 20 • 43
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs

Paper • 2508.16153 • Published Aug 22 • 159

about 1 hour ago

GenEx: Generating an Explorable World

Paper • 2412.09624 • Published Dec 12, 2024 • 97
Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model

Paper • 2501.02790 • Published Jan 6 • 9
Who's Your Judge? On the Detectability of LLM-Generated Judgments

Paper • 2509.25154 • Published Sep 29 • 29
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning

Paper • 2509.25760 • Published Sep 30 • 55

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2 • 225
Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13 • 31
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Paper • 2510.16872 • Published Oct 19 • 104

Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

Paper • 2508.10751 • Published Aug 14 • 28
Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 263
MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers

Paper • 2508.14704 • Published Aug 20 • 43
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs

Paper • 2508.16153 • Published Aug 22 • 159

GUI-G^2: Gaussian Reward Modeling for GUI Grounding

Paper • 2507.15846 • Published Jul 21 • 133
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Paper • 2508.05748 • Published Aug 7 • 141
Mobile-Agent-v3: Foundamental Agents for GUI Automation

Paper • 2508.15144 • Published Aug 21 • 64
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs

Paper • 2508.16153 • Published Aug 22 • 159

about 1 hour ago

GenEx: Generating an Explorable World

Paper • 2412.09624 • Published Dec 12, 2024 • 97
Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model

Paper • 2501.02790 • Published Jan 6 • 9
Who's Your Judge? On the Detectability of LLM-Generated Judgments

Paper • 2509.25154 • Published Sep 29 • 29
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning

Paper • 2509.25760 • Published Sep 30 • 55

DocLLM: A layout-aware generative language model for multimodal document understanding

Paper • 2401.00908 • Published Dec 31, 2023 • 189
Lightning Attention-2: A Free Lunch for Handling Unlimited Sequence Lengths in Large Language Models

Paper • 2401.04658 • Published Jan 9, 2024 • 27
Weaver: Foundation Models for Creative Writing

Paper • 2401.17268 • Published Jan 30, 2024 • 45
Efficient Tool Use with Chain-of-Abstraction Reasoning

Paper • 2401.17464 • Published Jan 30, 2024 • 21

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