Key papers

• MMFormalizer: Multimodal Autoformalization in the Wild (2026)
  Jing Xiong et al.
  1.94
• Your Group-Relative Advantage Is Biased (2026)
  Fengkai Yang et al.
  1.94
• RAISE: Requirement-Adaptive Evolutionary Refinement for Training-Free Text-to-Image Alignment (2026)
  Liyao Jiang et al.
  1.94
• Adaptive Layerwise Perturbation: Unifying Off-Policy Corrections for LLM RL (2026)
  Chenlu Ye et al.
  1.94
• LEAD: Length-Efficient Adaptive and Dynamic Reasoning for Large Language Models (2026)
  Songtao Wei et al.
  1.94
• EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management (2026)
  Zherui Yang et al.
  1.94
• MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery (2026)
  Shangheng Du et al.
  1.94
• Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark (2026)
  Yigeng Jiang et al.
  1.94
• Manifold Bandits: Bayesian Curriculum Learning over the Latent Geometry of Large Language Models (2026)
  Darrien McKenzie et al.
  1.94
• InstanceControl: Controllable Complex Image Generation without Instance Labeling (2026)
  Xiaoyu Liu et al.
  1.94
• GridProbe: Posterior-Probing for Adaptive Test-Time Compute in Long-Video VLMs (2026)
  Mohamed Eltahir et al.
  1.89
• Agent Bazaar: Enabling Economic Alignment in Multi-Agent Marketplaces (2026)
  Seth Karten et al.
  1.89
• LLM Anonymization Against Agentic Re-Identification (2026)
  Ziwen Li et al.
  1.89
• Reinforcement Learning via Value Gradient Flow (2026)
  Haoran Xu et al.
  1.83
• DynaMoE: Dynamic Token-Level Expert Activation with Layer-Wise Adaptive Capacity for Mixture-of-Experts Neural Networks (2026)
  Gökdeniz Gülmez
  1.78
• Chain of Mindset: Reasoning with Adaptive Cognitive Modes (2026)
  Tianyi Jiang et al.
  1.72
• Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models (2025)
  Sina Tayebati et al.
  1.28
• VerifiAgent: a Unified Verification Agent in Language Model Reasoning (2025)
  Jiuzhou Han et al.
  1.28
• LawFlow : Collecting and Simulating Lawyers' Thought Processes (2025)
  Debarati Das et al.
  1.28
• OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning (2025)
  Zhaochen Su et al.
  1.28
• When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning (2025)
  Xiaoyun Zhang et al.
  1.28
• AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting (2025)
  Shijue Huang et al.
  1.28
• SiLVR: A Simple Language-based Video Reasoning Framework (2025)
  Ce Zhang et al.
  1.28
• Agentic Reinforced Policy Optimization (2025)
  Guanting Dong et al.
  1.28
• AMFT: Aligning LLM Reasoners by Meta-Learning the Optimal Imitation-Exploration Balance (2025)
  Lixuan He et al.
  1.28
• SimpleFold: Folding Proteins is Simpler than You Think (2025)
  Yuyang Wang et al.
  1.28
• MixReasoning: Switching Modes to Think (2025)
  Haiquan Lu et al.
  1.28
• Adaptive Attacks on Trusted Monitors Subvert AI Control Protocols (2025)
  Mikhail Terekhov 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
• UFO^3: Weaving the Digital Agent Galaxy (2025)
  Chaoyun Zhang et al.
  1.28
• ROOT: Robust Orthogonalized Optimizer for Neural Network Training (2025)
  Wei He et al.
  1.28
• An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models (2024)
  Liang Chen et al.
  —
• SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation (2024)
  Zijun Yao et al.
  —
• Eliminating Oversaturation and Artifacts of High Guidance Scales in Diffusion Models (2024)
  Seyedmorteza Sadat et al.
  —
• ADEM-VL: Adaptive and Embedded Fusion for Efficient Vision-Language Tuning (2024)
  Zhiwei Hao et al.
  —
• LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual Preferences (2024)
  Hongyan Zhi et al.
  —
• Gated Delta Networks: Improving Mamba2 with Delta Rule (2024)
  Songlin Yang et al.
  —