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Collections including paper arxiv:2601.02204

NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation

Paper • 2601.02204 • Published Jan 5 • 62
HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding

Paper • 2601.14724 • Published 18 days ago • 74
VIOLA: Towards Video In-Context Learning with Minimal Annotations

Paper • 2601.15549 • Published 18 days ago • 4

ReVSeg: Incentivizing the Reasoning Chain for Video Segmentation with Reinforcement Learning

Paper • 2512.02835 • Published Dec 2, 2025 • 10
Joint 3D Geometry Reconstruction and Motion Generation for 4D Synthesis from a Single Image

Paper • 2512.05044 • Published Dec 4, 2025 • 17
Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning

Paper • 2512.05591 • Published Dec 5, 2025 • 17
SpaceControl: Introducing Test-Time Spatial Control to 3D Generative Modeling

Paper • 2512.05343 • Published Dec 5, 2025 • 25

Autoregressive image generation

Hyperspherical Latents Improve Continuous-Token Autoregressive Generation

Paper • 2509.24335 • Published Sep 29, 2025 • 9
NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation

Paper • 2601.02204 • Published Jan 5 • 62
VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation

Paper • 2601.02256 • Published Jan 5 • 33

Qwen2.5-Omni Technical Report

Paper • 2503.20215 • Published Mar 26, 2025 • 169
Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO

Paper • 2505.22453 • Published May 28, 2025 • 46
UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning

Paper • 2505.23380 • Published May 29, 2025 • 22
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Paper • 2505.21523 • Published May 23, 2025 • 13

MambaVision: A Hybrid Mamba-Transformer Vision Backbone

Paper • 2407.08083 • Published Jul 10, 2024 • 32
Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model

Paper • 2408.11039 • Published Aug 20, 2024 • 63
The Mamba in the Llama: Distilling and Accelerating Hybrid Models

Paper • 2408.15237 • Published Aug 27, 2024 • 42
Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think

Paper • 2409.11355 • Published Sep 17, 2024 • 30

NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation

Paper • 2601.02204 • Published Jan 5 • 62

Small Language Models are the Future of Agentic AI

Paper • 2506.02153 • Published Jun 2, 2025 • 23
DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Paper • 2512.02556 • Published Dec 2, 2025 • 255
DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning

Paper • 2511.22570 • Published Nov 27, 2025 • 90
DeepSeek-OCR: Contexts Optical Compression

Paper • 2510.18234 • Published Oct 21, 2025 • 92

Image Generation

OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation

Paper • 2506.07977 • Published Jun 9, 2025 • 41
Rethinking Cross-Modal Interaction in Multimodal Diffusion Transformers

Paper • 2506.07986 • Published Jun 9, 2025 • 19
STARFlow: Scaling Latent Normalizing Flows for High-resolution Image Synthesis

Paper • 2506.06276 • Published Jun 6, 2025 • 26
Aligning Latent Spaces with Flow Priors

Paper • 2506.05240 • Published Jun 5, 2025 • 27

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Paper • 2410.14059 • Published Oct 17, 2024 • 63
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
Token-Efficient Long Video Understanding for Multimodal LLMs

Paper • 2503.04130 • Published Mar 6, 2025 • 96
GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Paper • 2503.10639 • Published Mar 13, 2025 • 53

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation

Paper • 2601.02204 • Published Jan 5 • 62
HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding

Paper • 2601.14724 • Published 18 days ago • 74
VIOLA: Towards Video In-Context Learning with Minimal Annotations

Paper • 2601.15549 • Published 18 days ago • 4

NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation

Paper • 2601.02204 • Published Jan 5 • 62

ReVSeg: Incentivizing the Reasoning Chain for Video Segmentation with Reinforcement Learning

Paper • 2512.02835 • Published Dec 2, 2025 • 10
Joint 3D Geometry Reconstruction and Motion Generation for 4D Synthesis from a Single Image

Paper • 2512.05044 • Published Dec 4, 2025 • 17
Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning

Paper • 2512.05591 • Published Dec 5, 2025 • 17
SpaceControl: Introducing Test-Time Spatial Control to 3D Generative Modeling

Paper • 2512.05343 • Published Dec 5, 2025 • 25

Small Language Models are the Future of Agentic AI

Paper • 2506.02153 • Published Jun 2, 2025 • 23
DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Paper • 2512.02556 • Published Dec 2, 2025 • 255
DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning

Paper • 2511.22570 • Published Nov 27, 2025 • 90
DeepSeek-OCR: Contexts Optical Compression

Paper • 2510.18234 • Published Oct 21, 2025 • 92

Autoregressive image generation

Hyperspherical Latents Improve Continuous-Token Autoregressive Generation

Paper • 2509.24335 • Published Sep 29, 2025 • 9
NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation

Paper • 2601.02204 • Published Jan 5 • 62
VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation

Paper • 2601.02256 • Published Jan 5 • 33

Image Generation

OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation

Paper • 2506.07977 • Published Jun 9, 2025 • 41
Rethinking Cross-Modal Interaction in Multimodal Diffusion Transformers

Paper • 2506.07986 • Published Jun 9, 2025 • 19
STARFlow: Scaling Latent Normalizing Flows for High-resolution Image Synthesis

Paper • 2506.06276 • Published Jun 6, 2025 • 26
Aligning Latent Spaces with Flow Priors

Paper • 2506.05240 • Published Jun 5, 2025 • 27

Qwen2.5-Omni Technical Report

Paper • 2503.20215 • Published Mar 26, 2025 • 169
Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO

Paper • 2505.22453 • Published May 28, 2025 • 46
UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning

Paper • 2505.23380 • Published May 29, 2025 • 22
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Paper • 2505.21523 • Published May 23, 2025 • 13

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Paper • 2410.14059 • Published Oct 17, 2024 • 63
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
Token-Efficient Long Video Understanding for Multimodal LLMs

Paper • 2503.04130 • Published Mar 6, 2025 • 96
GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Paper • 2503.10639 • Published Mar 13, 2025 • 53

MambaVision: A Hybrid Mamba-Transformer Vision Backbone

Paper • 2407.08083 • Published Jul 10, 2024 • 32
Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model

Paper • 2408.11039 • Published Aug 20, 2024 • 63
The Mamba in the Llama: Distilling and Accelerating Hybrid Models

Paper • 2408.15237 • Published Aug 27, 2024 • 42
Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think

Paper • 2409.11355 • Published Sep 17, 2024 • 30

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

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