Key papers

• Logical Regression for Planning with Axioms (2026)
  Connor Little et al.
  4.39
• Unified Thinker: A General Reasoning Modular Core for Image Generation (2026)
  Sashuai Zhou et al.
  1.94
• REDSearcher: A Scalable and Cost-Efficient Framework for Long-Horizon Search Agents (2026)
  Zheng Chu et al.
  1.94
• Efficient RLVR Training via Weighted Mutual Information Data Selection (2026)
  Xinyu Zhou et al.
  1.94
• HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel (2026)
  The Viet Bui et al.
  1.94
• The PokeAgent Challenge: Competitive and Long-Context Learning at Scale (2026)
  Seth Karten et al.
  1.94
• Orchard: An Open-Source Agentic Modeling Framework (2026)
  Baolin Peng et al.
  1.94
• Code as Agent Harness (2026)
  Xuying Ning et al.
  1.94
• MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery (2026)
  Shangheng Du et al.
  1.94
• WEAVER, Better, Faster, Longer: An Effective World Model for Robotic Manipulation (2026)
  Arnav Kumar Jain et al.
  1.94
• Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark (2026)
  Yigeng Jiang et al.
  1.94
• MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning (2026)
  Yuxin Liu et al.
  1.89
• LACUNA: Safe Agents as Recursive Program Holes (2026)
  Yaoyu Zhao et al.
  1.89
• Signals: Trajectory Sampling and Triage for Agentic Interactions (2026)
  Shuguang Chen et al.
  1.83
• DriveDreamer-Policy: A Geometry-Grounded World-Action Model for Unified Generation and Planning (2026)
  Yang Zhou et al.
  1.83
• Learn2Fold: Structured Origami Generation with World Model Planning (2026)
  Yanjia Huang et al.
  1.78
• Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs (2026)
  Yining Hong et al.
  1.72
• Agentic Reasoning for Large Language Models (2026)
  Tianxin Wei et al.
  1.67
• EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents (2025)
  Rui Yang et al.
  1.28
• V2V-LLM: Vehicle-to-Vehicle Cooperative Autonomous Driving with Multi-Modal Large Language Models (2025)
  Hsu-kuang Chiu et al.
  1.28
• V-MAGE: A Game Evaluation Framework for Assessing Visual-Centric Capabilities in Multimodal Large Language Models (2025)
  Xiangxi Zheng et al.
  1.28
• LawFlow : Collecting and Simulating Lawyers' Thought Processes (2025)
  Debarati Das et al.
  1.28
• Phi-4-reasoning Technical Report (2025)
  Marah Abdin et al.
  1.28
• Mirage-1: Augmenting and Updating GUI Agent with Hierarchical Multimodal Skills (2025)
  Yuquan Xie et al.
  1.28
• The Landscape of Agentic Reinforcement Learning for LLMs: A Survey (2025)
  Guibin Zhang et al.
  1.28
• VIR-Bench: Evaluating Geospatial and Temporal Understanding of MLLMs via Travel Video Itinerary Reconstruction (2025)
  Hao Wang et al.
  1.28
• Lavida-O: Elastic Large Masked Diffusion Models for Unified Multimodal Understanding and Generation (2025)
  Shufan Li et al.
  1.28
• UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios (2025)
  Haotian Luo et al.
  1.28
• ReCode: Unify Plan and Action for Universal Granularity Control (2025)
  Zhaoyang Yu et al.
  1.28
• Can World Simulators Reason? Gen-ViRe: A Generative Visual Reasoning Benchmark (2025)
  Xinxin Liu et al.
  1.28
• OpenREAD: Reinforced Open-Ended Reasoing for End-to-End Autonomous Driving with LLM-as-Critic (2025)
  Songyan Zhang et al.
  1.28
• Towards a Science of Scaling Agent Systems (2025)
  Yubin Kim et al.
  1.28
• DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI (2025)
  Hao Liang et al.
  1.28
• VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models (2023)
  Wenlong Huang et al.
  —
• Interactive Task Planning with Language Models (2023)
  Boyi Li et al.
  —
• Strategist: Learning Strategic Skills by LLMs via Bi-Level Tree Search (2024)
  Jonathan Light et al.
  —
• VideoLLaMB: Long-context Video Understanding with Recurrent Memory Bridges (2024)
  Yuxuan Wang et al.
  —
• Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale (2024)
  Rogerio Bonatti et al.
  —
• Multimodal Large Language Models for Inverse Molecular Design with Retrosynthetic Planning (2024)
  Gang Liu et al.
  —
• VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI (2024)
  Sijie Cheng et al.
  —
• Revealing the Barriers of Language Agents in Planning (2024)
  Jian Xie et al.
  —
• DINO-WM: World Models on Pre-trained Visual Features enable Zero-shot Planning (2024)
  Gaoyue Zhou et al.
  —
• MATATA: a weak-supervised MAthematical Tool-Assisted reasoning for Tabular Applications (2024)
  Vishnou Vinayagame et al.
  —
• From Elements to Design: A Layered Approach for Automatic Graphic Design Composition (2024)
  Jiawei Lin et al.
  —
• MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models (2024)
  Mahir Labib Dihan et al.
  —