Key papers

• s1: Simple test-time scaling (2025)
  Niklas Muennighoff et al.
  9.77
• AVO: Agentic Variation Operators for Autonomous Evolutionary Search (2026)
  Terry Chen et al.
  4.04
• Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis (2025)
  Priyanka Kargupta et al.
  3.81
• More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG (2025)
  Shahar Levy et al.
  2.87
• Autonomous Scientific Discovery via Iterative Meta-Reflection (2026)
  Bingchen Zhao et al.
  2.00
• AgenticDataBench: A Comprehensive Benchmark for Data Agents (2026)
  Zhaoyan Sun et al.
  2.00
• COMPASS: A Framework for Evaluating Organization-Specific Policy Alignment in LLMs (2026)
  Dasol Choi et al.
  1.94
• X-MuTeST: A Multilingual Benchmark for Explainable Hate Speech Detection and A Novel LLM-consulted Explanation Framework (2026)
  Mohammad Zia Ur Rehman et al.
  1.94
• Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation Detection (2026)
  Zhiwei Liu et al.
  1.94
• An Empirical Study on Preference Tuning Generalization and Diversity Under Domain Shift (2026)
  Constantinos Karouzos et al.
  1.94
• Stochastic CHAOS: Why Deterministic Inference Kills, and Distributional Variability Is the Heartbeat of Artifical Cognition (2026)
  Tanmay Joshi et al.
  1.94
• Ministral 3 (2026)
  Alexander H. Liu et al.
  1.94
• CURE-Med: Curriculum-Informed Reinforcement Learning for Multilingual Medical Reasoning (2026)
  Eric Onyame et al.
  1.94
• Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement (2026)
  Jian Zhang et al.
  1.94
• Lost in the Prompt Order: Revealing the Limitations of Causal Attention in Language Models (2026)
  Hyunjong Ok et al.
  1.94
• Qwen3-ASR Technical Report (2026)
  Xian Shi et al.
  1.94
• Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience (2026)
  Zhongxiang Sun et al.
  1.94
• Scaling Small Agents Through Strategy Auctions (2026)
  Lisa Alazraki et al.
  1.94
• Stop the Flip-Flop: Context-Preserving Verification for Fast Revocable Diffusion Decoding (2026)
  Yanzheng Xiang et al.
  1.94
• AVERE: Improving Audiovisual Emotion Reasoning with Preference Optimization (2026)
  Ashutosh Chaubey et al.
  1.94
• GraphAgents: Knowledge Graph-Guided Agentic AI for Cross-Domain Materials Design (2026)
  Isabella A. Stewart et al.
  1.94
• scPilot: Large Language Model Reasoning Toward Automated Single-Cell Analysis and Discovery (2026)
  Yiming Gao et al.
  1.94
• Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision (2026)
  Xiaohan He et al.
  1.94
• LM-Lexicon: Improving Definition Modeling via Harmonizing Semantic Experts (2026)
  Yang Liu et al.
  1.94
• SenTSR-Bench: Thinking with Injected Knowledge for Time-Series Reasoning (2026)
  Zelin He et al.
  1.94
• LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding (2026)
  Jihao Qiu et al.
  1.94
• NoLan: Mitigating Object Hallucinations in Large Vision-Language Models via Dynamic Suppression of Language Priors (2026)
  Lingfeng Ren et al.
  1.94
• Code2Math: Can Your Code Agent Effectively Evolve Math Problems Through Exploration? (2026)
  Dadi Guo et al.
  1.94
• Free Lunch for Pass@k? Low Cost Diverse Sampling for Diffusion Language Models (2026)
  Sean Lamont et al.
  1.94
• Sparking Scientific Creativity via LLM-Driven Interdisciplinary Inspiration (2026)
  Priyanka Kargupta et al.
  1.94
• POLCA: Stochastic Generative Optimization with LLM (2026)
  Xuanfei Ren et al.
  1.94
• FlashSampling: Fast and Memory-Efficient Exact Sampling (2026)
  Tomas Ruiz et al.
  1.94
• Alignment Makes Language Models Normative, Not Descriptive (2026)
  Eilam Shapira et al.
  1.94
• Temporal Gains, Spatial Costs: Revisiting Video Fine-Tuning in Multimodal Large Language Models (2026)
  Linghao Zhang et al.
  1.94
• Adaptive Layerwise Perturbation: Unifying Off-Policy Corrections for LLM RL (2026)
  Chenlu Ye et al.
  1.94
• VideoDetective: Clue Hunting via both Extrinsic Query and Intrinsic Relevance for Long Video Understanding (2026)
  Ruoliu Yang et al.
  1.94
• Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? (2026)
  Jeonghye Kim et al.
  1.94
• Can MLLMs Read Students' Minds? Unpacking Multimodal Error Analysis in Handwritten Math (2026)
  Dingjie Song et al.
  1.94
• PRBench: End-to-end Paper Reproduction in Physics Research (2026)
  Shi Qiu et al.
  1.94
• SeGPruner: Semantic-Geometric Visual Token Pruner for 3D Question Answering (2026)
  Wenli Li et al.
  1.94
• VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification (2026)
  Jiahao Meng et al.
  1.94
• Learning to Retrieve from Agent Trajectories (2026)
  Yuqi Zhou et al.
  1.94
• Claw-Eval: Toward Trustworthy Evaluation of Autonomous Agents (2026)
  Bowen Ye et al.
  1.94
• RAGEN-2: Reasoning Collapse in Agentic RL (2026)
  Zihan Wang et al.
  1.94
• OpenVLThinkerV2: A Generalist Multimodal Reasoning Model for Multi-domain Visual Tasks (2026)
  Wenbo Hu et al.
  1.94
• OmniScript: Towards Audio-Visual Script Generation for Long-Form Cinematic Video (2026)
  Junfu Pu et al.
  1.94
• Eliciting Medical Reasoning with Knowledge-enhanced Data Synthesis: A Semi-Supervised Reinforcement Learning Approach (2026)
  Haolin Li et al.
  1.94
• LangFlow: Continuous Diffusion Rivals Discrete in Language Modeling (2026)
  Yuxin Chen et al.
  1.94
• Memanto: Typed Semantic Memory with Information-Theoretic Retrieval for Long-Horizon Agents (2026)
  Seyed Moein Abtahi et al.
  1.94
• Counting as a minimal probe of language model reliability (2026)
  Tianxiang Dai et al.
  1.94
• Continuous Latent Diffusion Language Model (2026)
  Hongcan Guo et al.
  1.94
• Beyond Reasoning: Reinforcement Learning Unlocks Parametric Knowledge in LLMs (2026)
  Wanli Yang et al.
  1.94
• FORTIS: Benchmarking Over-Privilege in Agent Skills (2026)
  Shawn Li et al.
  1.94
• Agent-ValueBench: A Comprehensive Benchmark for Evaluating Agent Values (2026)
  Haonan Dong et al.
  1.94
• Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information (2026)
  Guobin Shen et al.
  1.94
• Where Should Diffusion Enter a Language Model? Geometry-Guided Hidden-State Replacement (2026)
  Injin Kong 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
• From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills (2026)
  Zisu Huang et al.
  1.94