Key papers

• Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation (2025)
  Xin Zhang et al.
  6.34
• GKG-LLM: A Unified Framework for Generalized Knowledge Graph Construction (2025)
  Jian Zhang et al.
  5.40
• Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning (2026)
  Shijie Li et al.
  2.00
• Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning Engineering (2026)
  Xinyu Zhu et al.
  1.94
• ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development (2026)
  Jie Yang et al.
  1.94
• Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation (2026)
  Pingzhi Tang et al.
  1.94
• Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models (2026)
  Hengyuan Zhang et al.
  1.94
• The Side Effects of Being Smart: Safety Risks in MLLMs' Multi-Image Reasoning (2026)
  Renmiao Chen et al.
  1.94
• HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding (2026)
  Haowei Zhang et al.
  1.94
• AACR-Bench: Evaluating Automatic Code Review with Holistic Repository-Level Context (2026)
  Lei Zhang et al.
  1.94
• Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation (2026)
  Zihan Su et al.
  1.94
• SONIC-O1: A Real-World Benchmark for Evaluating Multimodal Large Language Models on Audio-Video Understanding (2026)
  Ahmed Y. Radwan et al.
  1.94
• MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods (2026)
  Honglin Lin et al.
  1.94
• CoDiQ: Test-Time Scaling for Controllable Difficult Question Generation (2026)
  Zhongyuan Peng et al.
  1.94
• Training Data Efficiency in Multimodal Process Reward Models (2026)
  Jinyuan Li et al.
  1.94
• Length-Unbiased Sequence Policy Optimization: Revealing and Controlling Response Length Variation in RLVR (2026)
  Fanfan Liu et al.
  1.94
• V-Retrver: Evidence-Driven Agentic Reasoning for Universal Multimodal Retrieval (2026)
  Dongyang Chen et al.
  1.94
• DLLM-Searcher: Adapting Diffusion Large Language Model for Search Agents (2026)
  Jiahao Zhao et al.
  1.94
• Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception (2026)
  Lai Wei 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
• Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models (2026)
  Qiyuan Zhang et al.
  1.94
• Believe Your Model: Distribution-Guided Confidence Calibration (2026)
  Xizhong Yang et al.
  1.94
• FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use (2026)
  Jiaxuan Lu et al.
  1.94
• Rethinking UMM Visual Generation: Masked Modeling for Efficient Image-Only Pre-training (2026)
  Peng Sun et al.
  1.94
• CREval: An Automated Interpretable Evaluation for Creative Image Manipulation under Complex Instructions (2026)
  Chonghuinan Wang et al.
  1.94
• OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language World Models (2026)
  Xiaomeng Hu et al.
  1.94
• The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm (2026)
  Karan Goyal
  1.94
• Agentic Fusion of Large Atomic and Language Models to Accelerate Superconductors Discovery (2026)
  Mingze Li et al.
  1.94
• Instruction-Guided Poetry Generation in Arabic and Its Dialects (2026)
  Abdelrahman Sadallah et al.
  1.94
• Nexus : An Agentic Framework for Time Series Forecasting (2026)
  Sarkar Snigdha Sarathi Das et al.
  1.94
• Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models (2026)
  Dehai Min et al.
  1.94
• Live Music Diffusion Models: Efficient Fine-Tuning and Post-Training of Interactive Diffusion Music Generators (2026)
  Zachary Novack et al.
  1.94
• LoMo: Local Modality Substitution for Deeper Vision-Language Fusion (2026)
  Feng Han et al.
  1.94
• Light-WAM: Efficient World Action Models with State-Fusion Action Decoding (2026)
  Ziang Li et al.
  1.94
• Optical Reasoning: Rethinking Images as an Expressive Reasoning Medium Beyond Text (2026)
  Yutong Bian et al.
  1.94
• N-GRPO: Embedding-Level Neighbor Mixing for Enhanced Policy Optimization (2026)
  Xukun Zhu et al.
  1.94
• GridVQA-X: A Framework for Evaluating Multimodal Explainability Methods (2026)
  Sujay Belsare et al.
  1.94
• DataComp-VLM: Improved Open Datasets for Vision-Language Models (2026)
  Matteo Farina et al.
  1.94
• Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction (2026)
  Sunqi Fan et al.
  1.94
• AnyGroundBench: A Specialized-Domain Benchmark for Video Grounding in Vision-Language Models (2026)
  Rintaro Otsubo et al.
  1.94
• Chain of Evidence: Pixel-Level Visual Attribution for Iterative Retrieval-Augmented Generation (2026)
  Peiyang Liu et al.
  1.89
• Agent Bazaar: Enabling Economic Alignment in Multi-Agent Marketplaces (2026)
  Seth Karten et al.
  1.89
• Uni-Edit: Intelligent Editing Is A General Task For Unified Model Tuning (2026)
  Dian Zheng et al.
  1.89
• VaaWIT: Visual-Aware Adaptation of Large Language Models for Multilingual Web Image Translation (2026)
  Bo Li et al.
  1.89
• Small Vision-Language Models are Smart Compressors for Long Video Understanding (2026)
  Junjie Fei et al.
  1.83
• Grid2Matrix: Revealing Digital Agnosia in Vision-Language Models (2026)
  Yunkai Zhang et al.
  1.83
• HERMES++: Toward a Unified Driving World Model for 3D Scene Understanding and Generation (2026)
  Xin Zhou et al.
  1.83
• FireRed-OCR Technical Report (2026)
  Hao Wu et al.
  1.78
• CoCo: Code as CoT for Text-to-Image Preview and Rare Concept Generation (2026)
  Haodong Li et al.
  1.78
• Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models (2026)
  Yu Zeng et al.
  1.72
• WorldVQA: Measuring Atomic World Knowledge in Multimodal Large Language Models (2026)
  Runjie Zhou et al.
  1.72
• Reliable and Responsible Foundation Models: A Comprehensive Survey (2026)
  Xinyu Yang et al.
  1.72
• GeoMotionGPT: Geometry-Aligned Motion Understanding with Large Language Models (2026)
  Zhankai Ye et al.
  1.67
• AstroReason-Bench: Evaluating Unified Agentic Planning across Heterogeneous Space Planning Problems (2026)
  Weiyi Wang et al.
  1.67
• 2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining (2025)
  Wenqi Zhang et al.
  1.28
• Centurio: On Drivers of Multilingual Ability of Large Vision-Language Model (2025)
  Gregor Geigle et al.
  1.28
• Control LLM: Controlled Evolution for Intelligence Retention in LLM (2025)
  Haichao Wei et al.
  1.28
• Exploring the sustainable scaling of AI dilemma: A projective study of corporations' AI environmental impacts (2025)
  Clément Desroches et al.
  1.28
• IndicMMLU-Pro: Benchmarking Indic Large Language Models on Multi-Task Language Understanding (2025)
  Sankalp KJ et al.
  1.28
• Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware Sparsity (2025)
  Weixin Liang et al.
  1.28