[논문리뷰] A Subgoal-driven Framework for Improving Long-Horizon LLM AgentsarXiv에 게시된 'A Subgoal-driven Framework for Improving Long-Horizon LLM Agents' 논문에 대한 자세한 리뷰입니다.#Review#LLM Agents#Subgoals#Reinforcement Learning#Web Navigation#Long-Horizon Planning#Reward Shaping#Curriculum Learning2026년 3월 22일댓글 수 로딩 중
[논문리뷰] Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMsJiajun Wu이 arXiv에 게시한 'Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs' 논문에 대한 자세한 리뷰입니다.#Review#Embodied LLMs#Test-Time Adaptation#Reflection-in-Action#Reflection-on-Action#Robotics#Long-Horizon Planning#Policy Gradient#Self-Supervised Learning2026년 2월 24일댓글 수 로딩 중
[논문리뷰] EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive EconomiesYishuo Yuan이 arXiv에 게시한 'EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies' 논문에 대한 자세한 리뷰입니다.#Review#LLM Evaluation#Long-Horizon Planning#Interactive Economies#Benchmark#Agentic AI#Economic Simulation#Plan-and-Execute2026년 2월 11일댓글 수 로딩 중
[논문리뷰] DeepPlanning: Benchmarking Long-Horizon Agentic Planning with Verifiable ConstraintsarXiv에 게시된 'DeepPlanning: Benchmarking Long-Horizon Agentic Planning with Verifiable Constraints' 논문에 대한 자세한 리뷰입니다.#Review#LLM Agents#Long-Horizon Planning#Benchmarking#Verifiable Constraints#Tool Use#Constraint Optimization#Information Acquisition#Travel Planning#Shopping Planning2026년 1월 26일댓글 수 로딩 중
[논문리뷰] FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language NavigationarXiv에 게시된 'FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language Navigation' 논문에 대한 자세한 리뷰입니다.#Review#Vision-Language Navigation#Chain-of-Thought Reasoning#Multimodal AI#Implicit Reasoning#Visual AutoRegressor#Embodied AI#Long-Horizon Planning2026년 1월 20일댓글 수 로딩 중
[논문리뷰] Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model BackbonearXiv에 게시된 'Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone' 논문에 대한 자세한 리뷰입니다.#Review#Diffusion Models#Vision-Language Models#Vision-Language-Action Models#Robotics#Multimodal AI#Action Planning#Long-Horizon Planning#Bidirectional Attention2025년 12월 29일댓글 수 로딩 중
[논문리뷰] Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon TasksarXiv에 게시된 'Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks' 논문에 대한 자세한 리뷰입니다.#Review#LLM Agents#Continuous Learning#Self-Evolving#Memory Module#Long-Horizon Planning#Productivity Tasks#Test-Time Learning#Experience Replay2025년 10월 10일댓글 수 로딩 중
[논문리뷰] SimpleVLA-RL: Scaling VLA Training via Reinforcement LearningZhaohui Yang이 arXiv에 게시한 'SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning (RL)#Vision-Language-Action (VLA) Models#Robotic Manipulation#Data Scarcity#Generalization#Sim-to-Real Transfer#Online RL#Long-Horizon Planning2025년 9월 12일댓글 수 로딩 중
[논문리뷰] HeroBench: A Benchmark for Long-Horizon Planning and Structured Reasoning in Virtual WorldsArtyom Sorokin이 arXiv에 게시한 'HeroBench: A Benchmark for Long-Horizon Planning and Structured Reasoning in Virtual Worlds' 논문에 대한 자세한 리뷰입니다.#Review#Long-Horizon Planning#Structured Reasoning#LLM Evaluation#Virtual Worlds#RPG#Benchmark#Agent Systems#Combat Simulation2025년 8월 19일댓글 수 로딩 중
[논문리뷰] Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RLChuyi He이 arXiv에 게시한 'Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#LLM Agents#Agentic Search#Asynchronous RL#Long-Horizon Planning#Tool Use#Data Synthesis2025년 8월 13일댓글 수 로딩 중