Key papers

• Wiki Live Challenge: Challenging Deep Research Agents with Expert-Level Wikipedia Articles (2026)
  Shaohan Wang et al.
  1.94
• AgentCPM-Report: Interleaving Drafting and Deepening for Open-Ended Deep Research (2026)
  Yishan Li et al.
  1.94
• ResearchGym: Evaluating Language Model Agents on Real-World AI Research (2026)
  Aniketh Garikaparthi et al.
  1.94
• Sparking Scientific Creativity via LLM-Driven Interdisciplinary Inspiration (2026)
  Priyanka Kargupta et al.
  1.94
• PRL-Bench: A Comprehensive Benchmark Evaluating LLMs' Capabilities in Frontier Physics Research (2026)
  Tingjia Miao 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
• ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment (2026)
  Qiuyu Tian et al.
  1.94
• Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking (2026)
  Fan Zhang et al.
  1.94
• Beyond Monolingual Deep Research: Evaluating Agents and Retrievers with Cross-Lingual BrowseComp-Plus (2026)
  Yuheng Lu et al.
  1.94
• Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark (2026)
  Yigeng Jiang et al.
  1.94
• ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration (2026)
  Ruofeng Yang et al.
  1.89
• RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards (2026)
  Gaotang Li et al.
  1.89
• Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation (2026)
  Chenghao Zhang et al.
  1.89
• Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory (2026)
  Jiaqi Liu et al.
  1.83
• Steered LLM Activations are Non-Surjective (2026)
  Aayush Mishra et al.
  1.83
• Story2Proposal: A Scaffold for Structured Scientific Paper Writing (2026)
  Zhuoyang Qian et al.
  1.78
• Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation (2025)
  Mohammad Mahdi Abootorabi 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
• RExBench: Can coding agents autonomously implement AI research extensions? (2025)
  Nicholas Edwards et al.
  1.28
• Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward (2025)
  Yong Deng et al.
  1.28
• DeepScholar-Bench: A Live Benchmark and Automated Evaluation for Generative Research Synthesis (2025)
  Liana Patel et al.
  1.28
• DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks (2025)
  Haiyuan Wan et al.
  1.28
• Scaling Agents via Continual Pre-training (2025)
  Liangcai Su et al.
  1.28
• DRISHTIKON: A Multimodal Multilingual Benchmark for Testing Language Models' Understanding on Indian Culture (2025)
  Arijit Maji et al.
  1.28
• PokeeResearch: Effective Deep Research via Reinforcement Learning from AI Feedback and Robust Reasoning Scaffold (2025)
  Yi Wan et al.
  1.28
• Agent Data Protocol: Unifying Datasets for Diverse, Effective Fine-tuning of LLM Agents (2025)
  Yueqi Song et al.
  1.28
• Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning (2024)
  Shivalika Singh et al.
  —
• Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale (2024)
  Rogerio Bonatti et al.
  —