Key papers

• MentalThink: Shaping Thoughts in Mental SVG World (2026)
  Kangheng Lin et al.
  2.00
• Video-Oasis: Rethinking Evaluation of Video Understanding (2026)
  Geuntaek Lim et al.
  1.94
• BioInsight: Multi-Agent Orchestration for Interactive Biomedical Knowledge Discovery (2026)
  Jieyi Wang et al.
  1.94
• Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR (2026)
  Yongjin Yang et al.
  1.94
• When Search Agents Should Ask: DiscoBench for Clarification-Aware Deep Search (2026)
  Yiling Tao et al.
  1.94
• Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning (2026)
  Hohin Kwan et al.
  1.94
• The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning (2026)
  Jing Liang 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
• Breaking Failure Cascades: Step-Aware Reinforcement Learning for Medical Multimodal Reasoning (2026)
  Junha Jung et al.
  1.94
• PixelEyes: Decoupling Perception and Reasoning for Pinpoint Visual Evidence Seeking (2026)
  Dengxian Gong et al.
  1.94
• Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning (2026)
  Shijie Li et al.
  1.94
• MemSyco-Bench: Benchmarking Sycophancy in Agent Memory (2026)
  Zhishang Xiang et al.
  1.94
• Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning (2026)
  Hongxing Li et al.
  1.94
• Bridging Interleaved Multi-Modal Reasoning as a Unified Decision Process (2026)
  Zican Hu et al.
  1.94
• dOPSD: On-Policy Self-Distillation for Diffusion Language Models (2026)
  Phuong Tuan Dat et al.
  1.94
• TREK: Distill to Explore, Reinforce to Refine (2026)
  Yuanda Xu et al.
  1.94
• LLM-as-a-Verifier: A General-Purpose Verification Framework (2026)
  Jacky Kwok et al.
  1.94
• Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory (2026)
  Chang Nie et al.
  1.94
• PluraMath: Extending Mathematical Reasoning Evaluation Beyond High-Resource Languages (2026)
  Daryna Dementieva et al.
  1.94
• From Foundation to Application: Improving VLA Models in Practice (2026)
  Wei Wu et al.
  1.94
• Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning (2026)
  Chen Tang et al.
  1.94
• CausalDS: Benchmarking Causal Reasoning in Data-Science Agents (2026)
  Andrej Leban et al.
  1.94
• Ideas Have Genomes: Benchmarking Scientific Lineage Reasoning and Lineage-Grounded Idea Generation (2026)
  Yifan Zhou et al.
  1.94
• OpenCoF: Learning to Reason Through Video Generation (2026)
  Xinyan Chen et al.
  1.94
• UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks (2026)
  Zhekai Chen et al.
  1.94