Key papers

• Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis (2025)
  Priyanka Kargupta et al.
  3.81
• 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
• Large Reasoning Models Are (Not Yet) Multilingual Latent Reasoners (2026)
  Yihong Liu 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
• Stochastic CHAOS: Why Deterministic Inference Kills, and Distributional Variability Is the Heartbeat of Artifical Cognition (2026)
  Tanmay Joshi 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
• Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience (2026)
  Zhongxiang Sun 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
• 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
• Code2Math: Can Your Code Agent Effectively Evolve Math Problems Through Exploration? (2026)
  Dadi Guo et al.
  1.94
• Sparking Scientific Creativity via LLM-Driven Interdisciplinary Inspiration (2026)
  Priyanka Kargupta et al.
  1.94
• Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding (2026)
  Zhongxing Xu 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
• Counting as a minimal probe of language model reliability (2026)
  Tianxiang Dai et al.
  1.94
• Uncovering Entity Identity Confusion in Multimodal Knowledge Editing (2026)
  Shu Wu 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
• 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
• SimuWoB: Simulating Real-World Mobile Apps for Fast and Faithful GUI Agent Benchmarking (2026)
  Guohong Liu et al.
  1.94
• Advancing Creative Physical Intelligence in Large Multimodal Models (2026)
  Cheng Qian et al.
  1.94
• OmniInteract: Benchmarking Real-World Streaming Interaction for Real-Time Omnimodal Assistants (2026)
  Xudong Lu et al.
  1.94
• DenoiseRL: Bootstrapping Reasoning Models to Recover from Noisy Prefixes (2026)
  Caijun Xu et al.
  1.94
• WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction (2026)
  Chengzhi Liu et al.
  1.94
• MineExplorer: Evaluating Open-World Exploration of MLLM Agents in Minecraft (2026)
  Tianjie Ju et al.
  1.94
• SABER: Benchmarking Operational Safety of LLM Coding Agents in Stateful Project Workspaces (2026)
  Qi Hu et al.
  1.94
• Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching (2026)
  Hao Zhong et al.
  1.94
• OPRD: On-Policy Representation Distillation (2026)
  Shenzhi Yang et al.
  1.94
• MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery (2026)
  Shangheng Du et al.
  1.94
• Watch, Remember, Reason: Human-View Video Understanding with MLLMs (2026)
  Jiahao Meng et al.
  1.94
• TRIAGE: Dialectical Reasoning for Explainable Risk Prediction on Irregularly Sampled Medical Time Series with LLMs (2026)
  Hyeongwon Jang et al.
  1.94
• ComBench: A Benchmark for Rigorous Proof Reasoning and Constructive Realization in Olympiad-Level Combinatorics (2026)
  Shunkai Zhang et al.
  1.94
• P3D-Bench: Benchmarking MLLMs for Parametric 3D Generation and Structural Reasoning (2026)
  Yikang Yang et al.
  1.94
• Risk Under Pressure: Compute-Aware Evaluation of Adversarial Robustness in Language Models (2026)
  Malikeh Ehghaghi et al.
  1.94
• Aligning Quantum Operators with Large Language Models (2026)
  Rogerio Feris et al.
  1.94
• Beyond Scalar Distances: Semantic Attribute Gradients from Frozen MLLMs for Visual Embeddings (2026)
  Shubhang Bhatnagar et al.
  1.94
• ChLogic: Evaluating Robustness of Logical Reasoning in Chinese Expressions (2026)
  Peixian Zhou et al.
  1.94