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
• Reasoning with Exploration: An Entropy Perspective (2025)
  Daixuan Cheng et al.
  2.87
• HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding (2026)
  Haowei Zhang et al.
  1.94
• Enhancing Multi-Image Understanding through Delimiter Token Scaling (2026)
  Minyoung Lee et al.
  1.94
• One Model, Many Budgets: Elastic Latent Interfaces for Diffusion Transformers (2026)
  Moayed Haji-Ali et al.
  1.94
• SeGPruner: Semantic-Geometric Visual Token Pruner for 3D Question Answering (2026)
  Wenli Li et al.
  1.94
• Not All Disagreement Is Learnable: Token Teachability in On-Policy Distillation (2026)
  Yuanyi Wang et al.
  1.94
• Reroute, Don't Remove: Recoverable Visual Token Routing for Vision-Language Models (2026)
  Cheng-Yu Yang et al.
  1.94
• DataComp-VLM: Improved Open Datasets for Vision-Language Models (2026)
  Matteo Farina et al.
  1.94
• ReflectDrive-2: Reinforcement-Learning-Aligned Self-Editing for Discrete Diffusion Driving (2026)
  Huimin Wang et al.
  1.89
• CORE: Contrastive Reflection Enables Rapid Improvements in Reasoning (2026)
  Linas Nasvytis et al.
  1.89
• Qianfan-OCR: A Unified End-to-End Model for Document Intelligence (2026)
  Daxiang Dong et al.
  1.78
• CurveStream: Boosting Streaming Video Understanding in MLLMs via Curvature-Aware Hierarchical Visual Memory Management (2026)
  Chao Wang et al.
  1.78
• Democratizing Text-to-Image Masked Generative Models with Compact Text-Aware One-Dimensional Tokens (2025)
  Dongwon Kim et al.
  1.28
• ARWKV: Pretrain is not what we need, an RNN-Attention-Based Language Model Born from Transformer (2025)
  Lin Yueyu et al.
  1.28
• Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware Sparsity (2025)
  Weixin Liang et al.
  1.28
• The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering (2025)
  Zhuowei Li et al.
  1.28
• Region-Adaptive Sampling for Diffusion Transformers (2025)
  Ziming Liu et al.
  1.28
• AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence (2025)
  Yuliang Liu et al.
  1.28
• Visual-RFT: Visual Reinforcement Fine-Tuning (2025)
  Ziyu Liu et al.
  1.28
• IterPref: Focal Preference Learning for Code Generation via Iterative Debugging (2025)
  Jie Wu et al.
  1.28
• Should VLMs be Pre-trained with Image Data? (2025)
  Sedrick Keh et al.
  1.28
• SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories (2025)
  Muzhi Zhu et al.
  1.28
• BIMBA: Selective-Scan Compression for Long-Range Video Question Answering (2025)
  Md Mohaiminul Islam et al.
  1.28
• Instruction-Guided Autoregressive Neural Network Parameter Generation (2025)
  Soro Bedionita et al.
  1.28
• NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes (2025)
  Tianyang Xu et al.
  1.28
• VITA-Audio: Fast Interleaved Cross-Modal Token Generation for Efficient Large Speech-Language Model (2025)
  Zuwei Long et al.
  1.28
• Prot2Token: A Unified Framework for Protein Modeling via Next-Token Prediction (2025)
  Mahdi Pourmirzaei et al.
  1.28
• Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment (2025)
  Xiaojun Jia et al.
  1.28
• D-AR: Diffusion via Autoregressive Models (2025)
  Ziteng Gao et al.
  1.28
• Native-Resolution Image Synthesis (2025)
  Zidong Wang et al.
  1.28
• VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning (2025)
  Senqiao Yang et al.
  1.28
• STITCH: Simultaneous Thinking and Talking with Chunked Reasoning for Spoken Language Models (2025)
  Cheng-Han Chiang et al.
  1.28
• X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again (2025)
  Zigang Geng et al.
  1.28
• Compressing Chain-of-Thought in LLMs via Step Entropy (2025)
  Zeju Li et al.
  1.28
• Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization (2025)
  Zhenpeng Su et al.
  1.28
• VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use (2025)
  Dongfu Jiang et al.
  1.28
• Unleashing the Potential of Multimodal LLMs for Zero-Shot Spatio-Temporal Video Grounding (2025)
  Zaiquan Yang et al.
  1.28
• UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios (2025)
  Haotian Luo et al.
  1.28
• EAGER: Entropy-Aware GEneRation for Adaptive Inference-Time Scaling (2025)
  Daniel Scalena et al.
  1.28
• LiteStage: Latency-aware Layer Skipping for Multi-stage Reasoning (2025)
  Beomseok Kang et al.
  1.28
• ConsistEdit: Highly Consistent and Precise Training-free Visual Editing (2025)
  Zixin Yin et al.
  1.28
• Can Visual Input Be Compressed? A Visual Token Compression Benchmark for Large Multimodal Models (2025)
  Tianfan Peng et al.
  1.28
• Generalist Foundation Models Are Not Clinical Enough for Hospital Operations (2025)
  Lavender Y. Jiang et al.
  1.28
• Inferix: A Block-Diffusion based Next-Generation Inference Engine for World Simulation (2025)
  Inferix Team et al.
  1.28
• Masks Can Be Distracting: On Context Comprehension in Diffusion Language Models (2025)
  Julianna Piskorz et al.
  1.28
• AdaptVision: Efficient Vision-Language Models via Adaptive Visual Acquisition (2025)
  Zichuan Lin et al.
  1.28
• Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation (2025)
  Yunhong Lu et al.
  1.28
• Learning Unmasking Policies for Diffusion Language Models (2025)
  Metod Jazbec et al.
  1.28
• Rethinking Chain-of-Thought Reasoning for Videos (2025)
  Yiwu Zhong et al.
  1.28
• Hybrid Attribution Priors for Explainable and Robust Model Training (2025)
  Zhuoran Zhang et al.
  1.28
• A Suite of Generative Tasks for Multi-Level Multimodal Webpage Understanding (2023)
  Andrea Burns et al.
  —
• StarCoder: may the source be with you! (2023)
  Raymond Li et al.
  —
• RMT: Retentive Networks Meet Vision Transformers (2023)
  Qihang Fan et al.
  —
• Rejuvenating image-GPT as Strong Visual Representation Learners (2023)
  Sucheng Ren et al.
  —
• MusicRL: Aligning Music Generation to Human Preferences (2024)
  Geoffrey Cideron et al.
  —
• 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.
  —
• LocalMamba: Visual State Space Model with Windowed Selective Scan (2024)
  Tao Huang et al.
  —
• Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems (2024)
  Philippe Laban et al.
  —
• OpenVid-1M: A Large-Scale High-Quality Dataset for Text-to-video Generation (2024)
  Kepan Nan et al.
  —