Key papers

• Unified Thinker: A General Reasoning Modular Core for Image Generation (2026)
  Sashuai Zhou et al.
  1.94
• CMI-RewardBench: Evaluating Music Reward Models with Compositional Multimodal Instruction (2026)
  Yinghao Ma et al.
  1.94
• Continuous Latent Diffusion Language Model (2026)
  Hongcan Guo et al.
  1.94
• HYDRA-X: Native Unified Multimodal Models with Holistic Visual Tokenizers (2026)
  Guozhen Zhang et al.
  1.94
• STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation (2026)
  Ying Shen et al.
  1.89
• SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture (2026)
  Haiwen Diao et al.
  1.89
• Q-Eval-100K: Evaluating Visual Quality and Alignment Level for Text-to-Vision Content (2025)
  Zicheng Zhang et al.
  1.28
• SANA-Sprint: One-Step Diffusion with Continuous-Time Consistency Distillation (2025)
  Junsong Chen et al.
  1.28
• FullDiT: Multi-Task Video Generative Foundation Model with Full Attention (2025)
  Xuan Ju et al.
  1.28
• UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation (2025)
  Linshan Wu et al.
  1.28
• Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning (2025)
  Yibin Wang et al.
  1.28
• X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again (2025)
  Zigang Geng et al.
  1.28
• Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation (2025)
  Junyan Ye et al.
  1.28
• Can Understanding and Generation Truly Benefit Together -- or Just Coexist? (2025)
  Zhiyuan Yan et al.
  1.28
• Video models are zero-shot learners and reasoners (2025)
  Thaddäus Wiedemer et al.
  1.28
• RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark (2025)
  Yang Shi et al.
  1.28
• CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images (2025)
  Chengqi Duan et al.
  1.28
• Diff-XYZ: A Benchmark for Evaluating Diff Understanding (2025)
  Evgeniy Glukhov et al.
  1.28
• Reasoning in Space via Grounding in the World (2025)
  Yiming Chen et al.
  1.28
• Agent Data Protocol: Unifying Datasets for Diverse, Effective Fine-tuning of LLM Agents (2025)
  Yueqi Song et al.
  1.28
• ROVER: Benchmarking Reciprocal Cross-Modal Reasoning for Omnimodal Generation (2025)
  Yongyuan Liang et al.
  1.28
• Understanding and Harnessing Sparsity in Unified Multimodal Models (2025)
  Shwai He et al.
  1.28
• TV2TV: A Unified Framework for Interleaved Language and Video Generation (2025)
  Xiaochuang Han et al.
  1.28
• One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning (2023)
  Arnav Chavan et al.
  —
• Video-LLaVA: Learning United Visual Representation by Alignment Before Projection (2023)
  Bin Lin et al.
  —
• Generative Multimodal Models are In-Context Learners (2023)
  Quan Sun et al.
  —
• OmniJARVIS: Unified Vision-Language-Action Tokenization Enables Open-World Instruction Following Agents (2024)
  Zihao Wang et al.
  —
• FRAP: Faithful and Realistic Text-to-Image Generation with Adaptive Prompt Weighting (2024)
  Liyao Jiang et al.
  —
• JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation (2024)
  Yiyang Ma et al.
  —
• Interleaved Scene Graph for Interleaved Text-and-Image Generation Assessment (2024)
  Dongping Chen et al.
  —
• GATE OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation (2024)
  Pengfei Zhou et al.
  —