Key papers

• OpenNovelty: An LLM-powered Agentic System for Verifiable Scholarly Novelty Assessment (2026)
  Ming Zhang et al.
  6.91
• TREK: Distill to Explore, Reinforce to Refine (2026)
  Yuanda Xu et al.
  2.00
• ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development (2026)
  Jie Yang et al.
  1.94
• DSAEval: Evaluating Data Science Agents on a Wide Range of Real-World Data Science Problems (2026)
  Maojun Sun et al.
  1.94
• Scaling Small Agents Through Strategy Auctions (2026)
  Lisa Alazraki et al.
  1.94
• A-RAG: Scaling Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces (2026)
  Mingxuan Du et al.
  1.94
• V-Retrver: Evidence-Driven Agentic Reasoning for Universal Multimodal Retrieval (2026)
  Dongyang Chen et al.
  1.94
• P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads (2026)
  Yun Luo et al.
  1.94
• Code2Math: Can Your Code Agent Effectively Evolve Math Problems Through Exploration? (2026)
  Dadi Guo et al.
  1.94
• FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use (2026)
  Jiaxuan Lu et al.
  1.94
• ProRL Agent: Rollout-as-a-Service for RL Training of Multi-Turn LLM Agents (2026)
  Hao Zhang et al.
  1.94
• LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning (2026)
  Jianing Wang et al.
  1.94
• Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models (2026)
  Shilin Yan et al.
  1.94
• Don't Retrieve, Navigate: Distilling Enterprise Knowledge into Navigable Agent Skills for QA and RAG (2026)
  Yiqun Sun et al.
  1.94
• PRL-Bench: A Comprehensive Benchmark Evaluating LLMs' Capabilities in Frontier Physics Research (2026)
  Tingjia Miao et al.
  1.94
• VoxMind: An End-to-End Agentic Spoken Dialogue System (2026)
  Tianle Liang et al.
  1.94
• StepPO: Step-Aligned Policy Optimization for Agentic Reinforcement Learning (2026)
  Daoyu Wang et al.
  1.94
• DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data (2026)
  Venus Team et al.
  1.94
• Agentic Fusion of Large Atomic and Language Models to Accelerate Superconductors Discovery (2026)
  Mingze Li et al.
  1.94
• Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction (2026)
  Zhuofeng Li et al.
  1.94
• MiA-Signature: Approximating Global Activation for Long-Context Understanding (2026)
  Yuqing Li 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
• ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning (2026)
  Juncheng Wu et al.
  1.94
• Efficient Agentic Reinforcement Learning with On-Policy Intrinsic Knowledge Boundary Enhancement (2026)
  Dingwei Chen et al.
  1.94
• WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction (2026)
  Chengzhi Liu et al.
  1.94
• FineVerify: Scaling Test-Time Compute with Fine-Grained Self-Verification for Agentic Search (2026)
  James Xu Zhao et al.
  1.94
• EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management (2026)
  Zherui Yang et al.
  1.94
• SoCRATES: Towards Reliable Automated Evaluation of Proactive LLM Mediation across Domains and Socio-cognitive Variations (2026)
  Taewon Yun et al.
  1.94
• Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking (2026)
  Fan Zhang et al.
  1.94
• The Cold-Start Safety Gap in LLM Agents (2026)
  Chung-En Sun et al.
  1.94
• τ-Rec: A Verifiable Benchmark for Agentic Recommender Systems (2026)
  Bharath Sivaram Narasimhan et al.
  1.94
• DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch (2026)
  Jiale Zhao et al.
  1.94
• APPO: Agentic Procedural Policy Optimization (2026)
  Xucong Wang et al.
  1.94
• EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory (2026)
  Chang Nie et al.
  1.94
• HealthAgentBench: A Unified Benchmark Suite of Realistic Agentic Healthcare Environments for Challenging Frontier AI Agents (2026)
  Qianchu Liu et al.
  1.94
• SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture (2026)
  Haiwen Diao et al.
  1.89
• LLM Anonymization Against Agentic Re-Identification (2026)
  Ziwen Li et al.
  1.89
• Signals: Trajectory Sampling and Triage for Agentic Interactions (2026)
  Shuguang Chen et al.
  1.83
• Time is Not a Label: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory (2026)
  Weixian Waylon Li et al.
  1.83
• A Self-Evolving Framework for Efficient Terminal Agents via Observational Context Compression (2026)
  Jincheng Ren et al.
  1.83
• Heterogeneous Scientific Foundation Model Collaboration (2026)
  Zihao Li et al.
  1.83
• Synthetic Computers at Scale for Long-Horizon Productivity Simulation (2026)
  Tao Ge et al.
  1.83
• Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation (2026)
  Zhuolin Yang et al.
  1.78
• Chain of Mindset: Reasoning with Adaptive Cognitive Modes (2026)
  Tianyi Jiang et al.
  1.72
• AstroReason-Bench: Evaluating Unified Agentic Planning across Heterogeneous Space Planning Problems (2026)
  Weiyi Wang et al.
  1.67
• Agentic Reasoning for Large Language Models (2026)
  Tianxin Wei et al.
  1.67
• Agentic Search in the Wild: Intents and Trajectory Dynamics from 14M+ Real Search Requests (2026)
  Jingjie Ning et al.
  1.67
• PaperBanana: Automating Academic Illustration for AI Scientists (2026)
  Dawei Zhu et al.
  1.67
• Search-o1: Agentic Search-Enhanced Large Reasoning Models (2025)
  Xiaoxi Li et al.
  1.28
• CoSTAast: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing (2025)
  Advait Gupta et al.
  1.28
• VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning (2025)
  Ye Liu et al.
  1.28
• APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay (2025)
  Akshara Prabhakar et al.
  1.28
• Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding (2025)
  Xiaoyi Zhang et al.
  1.28
• Co-Evolving LLM Coder and Unit Tester via Reinforcement Learning (2025)
  Yinjie Wang et al.
  1.28
• TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systems (2025)
  Shaina Raza et al.
  1.28
• AutoMind: Adaptive Knowledgeable Agent for Automated Data Science (2025)
  Yixin Ou et al.
  1.28
• CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation (2025)
  Yuwei Du et al.
  1.28
• WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization (2025)
  Zhengwei Tao et al.
  1.28
• Specification Self-Correction: Mitigating In-Context Reward Hacking Through Test-Time Refinement (2025)
  Víctor Gallego
  1.28