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A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems
Paper • 2508.07407 • Published • 97 -
Agent Lightning: Train ANY AI Agents with Reinforcement Learning
Paper • 2508.03680 • Published • 120 -
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Paper • 2508.05748 • Published • 139 -
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL
Paper • 2508.13167 • Published • 128
Collections
Discover the best community collections!
Collections including paper arxiv:2508.03680
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The Cow of Rembrandt - Analyzing Artistic Prompt Interpretation in Text-to-Image Models
Paper • 2507.23313 • Published • 1 -
SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering
Paper • 2508.03448 • Published • 4 -
C3D-AD: Toward Continual 3D Anomaly Detection via Kernel Attention with Learnable Advisor
Paper • 2508.01311 • Published • 2 -
Normalized Attention Guidance: Universal Negative Guidance for Diffusion Model
Paper • 2505.21179 • Published • 13
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CoRAG: Collaborative Retrieval-Augmented Generation
Paper • 2504.01883 • Published • 9 -
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning
Paper • 2504.08600 • Published • 32 -
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL
Paper • 2503.23157 • Published • 10 -
AI Agents: Evolution, Architecture, and Real-World Applications
Paper • 2503.12687 • Published • 2
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Agent Lightning: Train ANY AI Agents with Reinforcement Learning
Paper • 2508.03680 • Published • 120 -
CRINN: Contrastive Reinforcement Learning for Approximate Nearest Neighbor Search
Paper • 2508.02091 • Published • 12 -
DINOv3
Paper • 2508.10104 • Published • 284 -
SSRL: Self-Search Reinforcement Learning
Paper • 2508.10874 • Published • 96
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rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Paper • 2501.04519 • Published • 286 -
Transformer^2: Self-adaptive LLMs
Paper • 2501.06252 • Published • 54 -
Multimodal LLMs Can Reason about Aesthetics in Zero-Shot
Paper • 2501.09012 • Published • 10 -
FAST: Efficient Action Tokenization for Vision-Language-Action Models
Paper • 2501.09747 • Published • 27
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A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems
Paper • 2508.07407 • Published • 97 -
Agent Lightning: Train ANY AI Agents with Reinforcement Learning
Paper • 2508.03680 • Published • 120 -
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Paper • 2508.05748 • Published • 139 -
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL
Paper • 2508.13167 • Published • 128
-
The Cow of Rembrandt - Analyzing Artistic Prompt Interpretation in Text-to-Image Models
Paper • 2507.23313 • Published • 1 -
SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering
Paper • 2508.03448 • Published • 4 -
C3D-AD: Toward Continual 3D Anomaly Detection via Kernel Attention with Learnable Advisor
Paper • 2508.01311 • Published • 2 -
Normalized Attention Guidance: Universal Negative Guidance for Diffusion Model
Paper • 2505.21179 • Published • 13
-
Agent Lightning: Train ANY AI Agents with Reinforcement Learning
Paper • 2508.03680 • Published • 120 -
CRINN: Contrastive Reinforcement Learning for Approximate Nearest Neighbor Search
Paper • 2508.02091 • Published • 12 -
DINOv3
Paper • 2508.10104 • Published • 284 -
SSRL: Self-Search Reinforcement Learning
Paper • 2508.10874 • Published • 96
-
CoRAG: Collaborative Retrieval-Augmented Generation
Paper • 2504.01883 • Published • 9 -
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning
Paper • 2504.08600 • Published • 32 -
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL
Paper • 2503.23157 • Published • 10 -
AI Agents: Evolution, Architecture, and Real-World Applications
Paper • 2503.12687 • Published • 2
-
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Paper • 2501.04519 • Published • 286 -
Transformer^2: Self-adaptive LLMs
Paper • 2501.06252 • Published • 54 -
Multimodal LLMs Can Reason about Aesthetics in Zero-Shot
Paper • 2501.09012 • Published • 10 -
FAST: Efficient Action Tokenization for Vision-Language-Action Models
Paper • 2501.09747 • Published • 27