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Collections including paper arxiv:2509.13311

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published Sep 16, 2025 • 71
Establishing Best Practices for Building Rigorous Agentic Benchmarks

Paper • 2507.02825 • Published Jul 3, 2025 • 1
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts

Paper • 2510.19363 • Published Oct 22, 2025 • 61
ProfBench: Multi-Domain Rubrics requiring Professional Knowledge to Answer and Judge

Paper • 2510.18941 • Published Oct 21, 2025 • 7

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published Sep 16, 2025 • 71
Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published Sep 25, 2025 • 89
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation

Paper • 2509.25849 • Published Sep 30, 2025 • 47
Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

Paper • 2509.26628 • Published Sep 30, 2025 • 16

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 70
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3, 2025 • 22
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3, 2025 • 23
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31, 2025 • 4

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 225 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Agents Thinking Fast and Slow: A Talker-Reasoner Architecture

Paper • 2410.08328 • Published Oct 10, 2024
SwiftSage: A Generative Agent with Fast and Slow Thinking for Complex Interactive Tasks

Paper • 2305.17390 • Published May 27, 2023 • 3
SRMT: Shared Memory for Multi-agent Lifelong Pathfinding

Paper • 2501.13200 • Published Jan 22, 2025 • 69
Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Paper • 2502.11098 • Published Feb 16, 2025 • 13

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published Sep 16, 2025 • 71

Agentic intelligence via environment scaling

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published Sep 16, 2025 • 71

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

Paper • 2508.07407 • Published Aug 10, 2025 • 98
Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5, 2025 • 122
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Paper • 2508.05748 • Published Aug 7, 2025 • 141
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL

Paper • 2508.13167 • Published Aug 6, 2025 • 129

Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation

Paper • 2503.22675 • Published Mar 28, 2025 • 36
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback

Paper • 2503.22230 • Published Mar 28, 2025 • 45
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16, 2025 • 80
WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents

Paper • 2509.13309 • Published Sep 16, 2025 • 67

Interesting Papers

These papers are interesting (to me)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models

Paper • 2410.02740 • Published Oct 3, 2024 • 54
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Paper • 2410.01215 • Published Oct 2, 2024 • 39
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models

Paper • 2409.17146 • Published Sep 25, 2024 • 121
EuroLLM: Multilingual Language Models for Europe

Paper • 2409.16235 • Published Sep 24, 2024 • 29

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published Sep 16, 2025 • 71
Establishing Best Practices for Building Rigorous Agentic Benchmarks

Paper • 2507.02825 • Published Jul 3, 2025 • 1
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts

Paper • 2510.19363 • Published Oct 22, 2025 • 61
ProfBench: Multi-Domain Rubrics requiring Professional Knowledge to Answer and Judge

Paper • 2510.18941 • Published Oct 21, 2025 • 7

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published Sep 16, 2025 • 71

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published Sep 16, 2025 • 71
Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published Sep 25, 2025 • 89
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation

Paper • 2509.25849 • Published Sep 30, 2025 • 47
Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

Paper • 2509.26628 • Published Sep 30, 2025 • 16

Agentic intelligence via environment scaling

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published Sep 16, 2025 • 71

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 70
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3, 2025 • 22
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3, 2025 • 23
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31, 2025 • 4

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

Paper • 2508.07407 • Published Aug 10, 2025 • 98
Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5, 2025 • 122
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Paper • 2508.05748 • Published Aug 7, 2025 • 141
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL

Paper • 2508.13167 • Published Aug 6, 2025 • 129

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 225 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation

Paper • 2503.22675 • Published Mar 28, 2025 • 36
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback

Paper • 2503.22230 • Published Mar 28, 2025 • 45
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16, 2025 • 80
WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents

Paper • 2509.13309 • Published Sep 16, 2025 • 67

Agents Thinking Fast and Slow: A Talker-Reasoner Architecture

Paper • 2410.08328 • Published Oct 10, 2024
SwiftSage: A Generative Agent with Fast and Slow Thinking for Complex Interactive Tasks

Paper • 2305.17390 • Published May 27, 2023 • 3
SRMT: Shared Memory for Multi-agent Lifelong Pathfinding

Paper • 2501.13200 • Published Jan 22, 2025 • 69
Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Paper • 2502.11098 • Published Feb 16, 2025 • 13

Interesting Papers

These papers are interesting (to me)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models

Paper • 2410.02740 • Published Oct 3, 2024 • 54
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Paper • 2410.01215 • Published Oct 2, 2024 • 39
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models

Paper • 2409.17146 • Published Sep 25, 2024 • 121
EuroLLM: Multilingual Language Models for Europe

Paper • 2409.16235 • Published Sep 24, 2024 • 29

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