[논문리뷰] OmniGAIA: Towards Native Omni-Modal AI AgentsGuanting Dong이 arXiv에 게시한 'OmniGAIA: Towards Native Omni-Modal AI Agents' 논문에 대한 자세한 리뷰입니다.#Review#Omni-modal AI#Multi-modal Agents#Tool-Integrated Reasoning#Benchmark#Event Graph#Active Perception#Trajectory Synthesis#DPO2026년 2월 26일댓글 수 로딩 중
[논문리뷰] MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite MatchingarXiv에 게시된 'MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching' 논문에 대한 자세한 리뷰입니다.#Review#Tool-Integrated Reasoning#LLMs#Reinforcement Learning#Fine-Grained Supervision#Bipartite Matching#Credit Assignment#Advantage Estimation2026년 1월 15일댓글 수 로딩 중
[논문리뷰] Agentic Policy Optimization via Instruction-Policy Co-EvolutionarXiv에 게시된 'Agentic Policy Optimization via Instruction-Policy Co-Evolution' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models#Instruction Optimization#Policy Co-Evolution#Agentic AI#Tool-Integrated Reasoning#Self-Reflection2025년 12월 1일댓글 수 로딩 중
[논문리뷰] Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language ReasoningarXiv에 게시된 'Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Self-Evolving Agent#Vision-Language Models#Tool-Integrated Reasoning#Reinforcement Learning#Self-Correction#Multimodal AI#Generative AI2025년 11월 25일댓글 수 로딩 중
[논문리뷰] THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical ReasoningYicheng Pan이 arXiv에 게시한 'THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Mathematical Reasoning#Tool-Integrated Reasoning#Reinforcement Learning#Hierarchical Optimization#Self-Correction#Large Language Models#Code Generation2025년 9월 18일댓글 수 로딩 중
[논문리뷰] SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated ReasoningQian Liu이 arXiv에 게시한 'SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models#Tool-Integrated Reasoning#Multi-turn Reasoning#Gradient Explosion#Training Stability#Trajectory Filtering#Zero RL2025년 9월 3일댓글 수 로딩 중
[논문리뷰] Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RLLiam-Liu이 arXiv에 게시한 'Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL' 논문에 대한 자세한 리뷰입니다.#Review#Chain-of-Agents#Agent Foundation Models#Multi-Agent Systems#Tool-Integrated Reasoning#Multi-agent Distillation#Agentic Reinforcement Learning#LLMs#End-to-End Learning2025년 8월 20일댓글 수 로딩 중