Key papers

• MentalThink: Shaping Thoughts in Mental SVG World (2026)
  Kangheng Lin et al.
  2.00
• CoV: Chain-of-View Prompting for Spatial Reasoning (2026)
  Haoyu Zhao et al.
  1.94
• Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation (2026)
  Zihan Su et al.
  1.94
• One Model, Many Budgets: Elastic Latent Interfaces for Diffusion Transformers (2026)
  Moayed Haji-Ali et al.
  1.94
• VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification (2026)
  Jiahao Meng et al.
  1.94
• Seeing Isn't Believing: Uncovering Blind Spots in Evaluator Vision-Language Models (2026)
  Mohammed Safi Ur Rahman Khan et al.
  1.94
• LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence (2026)
  Xiang An et al.
  1.94
• Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching (2026)
  Hao Zhong et al.
  1.94
• Echo-Memory: A Controlled Study of Memory in Action World Models (2026)
  Wayne King et al.
  1.94
• Formalizing Latent Thoughts: Four Axioms of Thought Representation in LLMs (2026)
  Fahd Seddik et al.
  1.94
• One Forward Beats Two: InnerZoom for Accurate and Efficient GUI Grounding (2026)
  Chen Liu et al.
  1.94
• TESSERA v2: Scaling Pixel-wise Earth Foundation Models (2026)
  Zhengpeng Feng et al.
  1.94
• SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture (2026)
  Haiwen Diao et al.
  1.89
• Learn2Fold: Structured Origami Generation with World Model Planning (2026)
  Yanjia Huang et al.
  1.78
• EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents (2025)
  Rui Yang et al.
  1.28
• Region-Adaptive Sampling for Diffusion Transformers (2025)
  Ziming Liu et al.
  1.28
• Video-R1: Reinforcing Video Reasoning in MLLMs (2025)
  Kaituo Feng et al.
  1.28
• URECA: Unique Region Caption Anything (2025)
  Sangbeom Lim et al.
  1.28
• Phi-4-reasoning Technical Report (2025)
  Marah Abdin et al.
  1.28
• STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs (2025)
  Zongzhao Li et al.
  1.28
• MMPerspective: Do MLLMs Understand Perspective? A Comprehensive Benchmark for Perspective Perception, Reasoning, and Robustness (2025)
  Yunlong Tang et al.
  1.28
• CoMemo: LVLMs Need Image Context with Image Memory (2025)
  Shi Liu et al.
  1.28
• Towards Multimodal Understanding via Stable Diffusion as a Task-Aware Feature Extractor (2025)
  Vatsal Agarwal et al.
  1.28
• Visual Representation Alignment for Multimodal Large Language Models (2025)
  Heeji Yoon et al.
  1.28
• Unleashing the Potential of Multimodal LLMs for Zero-Shot Spatio-Temporal Video Grounding (2025)
  Zaiquan Yang et al.
  1.28
• Visual Jigsaw Post-Training Improves MLLMs (2025)
  Penghao Wu et al.
  1.28
• Apriel-1.5-15b-Thinker (2025)
  Shruthan Radhakrishna et al.
  1.28
• RewardMap: Tackling Sparse Rewards in Fine-grained Visual Reasoning via Multi-Stage Reinforcement Learning (2025)
  Sicheng Feng et al.
  1.28
• OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs (2025)
  Caorui Li et al.
  1.28
• Reasoning in Space via Grounding in the World (2025)
  Yiming Chen et al.
  1.28
• Agentic Design of Compositional Machines (2025)
  Wenqian Zhang et al.
  1.28
• Actial: Activate Spatial Reasoning Ability of Multimodal Large Language Models (2025)
  Xiaoyu Zhan et al.
  1.28
• RMT: Retentive Networks Meet Vision Transformers (2023)
  Qihang Fan et al.
  —
• LLM-Grounder: Open-Vocabulary 3D Visual Grounding with Large Language Model as an Agent (2023)
  Jianing Yang et al.
  —
• Holodeck: Language Guided Generation of 3D Embodied AI Environments (2023)
  Yue Yang et al.
  —
• LocalMamba: Visual State Space Model with Windowed Selective Scan (2024)
  Tao Huang et al.
  —
• DOCCI: Descriptions of Connected and Contrasting Images (2024)
  Yasumasa Onoe et al.
  —
• Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models (2024)
  Yushi Hu et al.
  —
• MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models (2024)
  Fanqing Meng et al.
  —
• xGen-VideoSyn-1: High-fidelity Text-to-Video Synthesis with Compressed Representations (2024)
  Can Qin et al.
  —
• IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation (2024)
  Xinchen Zhang et al.
  —
• DINO-WM: World Models on Pre-trained Visual Features enable Zero-shot Planning (2024)
  Gaoyue Zhou et al.
  —
• NVILA: Efficient Frontier Visual Language Models (2024)
  Zhijian Liu et al.
  —
• MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models (2024)
  Mahir Labib Dihan et al.
  —