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Collections including paper arxiv:2605.31604

weekly unseen papers

Representation Forcing for Bottleneck-Free Unified Multimodal Models

Paper • 2605.31604 • Published May 29 • 61
LongTraceRL: Learning Long-Context Reasoning from Search Agent Trajectories with Rubric Rewards

Paper • 2605.31584 • Published May 29 • 40
Task-Focused Memorization for Multimodal Agents

Paper • 2605.31075 • Published May 29 • 39
Exploring Autonomous Agentic Data Engineering for Model Specialization

Paper • 2605.30407 • Published May 28 • 21

Code as Agent Harness

Paper • 2605.18747 • Published May 18 • 224
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture

Paper • 2605.12500 • Published May 12 • 198
From Context to Skills: Can Language Models Learn from Context Skillfully?

Paper • 2604.27660 • Published May 3 • 73
PhysBrain 1.0 Technical Report

Paper • 2605.15298 • Published May 14 • 61

Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2, 2025 • 108
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 162
Autoregressive Diffusion Models

Paper • 2110.02037 • Published Oct 5, 2021
EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling

Paper • 2502.09509 • Published Feb 13, 2025 • 9

Qwen2.5-Omni Technical Report

Paper • 2503.20215 • Published Mar 26, 2025 • 174
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

Multimodle agent free from bottleneck

Representation Forcing for Bottleneck-Free Unified Multimodal Models

Paper • 2605.31604 • Published May 29 • 61

From Vision to Motion

HopChain: Multi-Hop Data Synthesis for Generalizable Vision-Language Reasoning

Paper • 2603.17024 • Published Mar 17 • 111
WorldAgents: Can Foundation Image Models be Agents for 3D World Models?

Paper • 2603.19708 • Published Mar 20 • 13
MACRO: Advancing Multi-Reference Image Generation with Structured Long-Context Data

Paper • 2603.25319 • Published Mar 26 • 30
ArtHOI: Taming Foundation Models for Monocular 4D Reconstruction of Hand-Articulated-Object Interactions

Paper • 2603.25791 • Published Mar 26 • 5

Unified Multimodal Models

A curated list for Unified Multimodal Models papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23, 2025 • 79
OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation

Paper • 2502.05415 • Published Feb 8, 2025 • 20
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

Unified model that generate Text, Image, Video

TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation

Paper • 2412.03069 • Published Dec 4, 2024 • 34
Are Emergent Abilities of Large Language Models a Mirage?

Paper • 2304.15004 • Published Apr 28, 2023 • 8
Scaling Image Tokenizers with Grouped Spherical Quantization

Paper • 2412.02632 • Published Dec 3, 2024 • 10
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Paper • 2410.13848 • Published Oct 17, 2024 • 37

weekly unseen papers

Representation Forcing for Bottleneck-Free Unified Multimodal Models

Paper • 2605.31604 • Published May 29 • 61
LongTraceRL: Learning Long-Context Reasoning from Search Agent Trajectories with Rubric Rewards

Paper • 2605.31584 • Published May 29 • 40
Task-Focused Memorization for Multimodal Agents

Paper • 2605.31075 • Published May 29 • 39
Exploring Autonomous Agentic Data Engineering for Model Specialization

Paper • 2605.30407 • Published May 28 • 21

Multimodle agent free from bottleneck

Representation Forcing for Bottleneck-Free Unified Multimodal Models

Paper • 2605.31604 • Published May 29 • 61

Code as Agent Harness

Paper • 2605.18747 • Published May 18 • 224
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture

Paper • 2605.12500 • Published May 12 • 198
From Context to Skills: Can Language Models Learn from Context Skillfully?

Paper • 2604.27660 • Published May 3 • 73
PhysBrain 1.0 Technical Report

Paper • 2605.15298 • Published May 14 • 61

From Vision to Motion

HopChain: Multi-Hop Data Synthesis for Generalizable Vision-Language Reasoning

Paper • 2603.17024 • Published Mar 17 • 111
WorldAgents: Can Foundation Image Models be Agents for 3D World Models?

Paper • 2603.19708 • Published Mar 20 • 13
MACRO: Advancing Multi-Reference Image Generation with Structured Long-Context Data

Paper • 2603.25319 • Published Mar 26 • 30
ArtHOI: Taming Foundation Models for Monocular 4D Reconstruction of Hand-Articulated-Object Interactions

Paper • 2603.25791 • Published Mar 26 • 5

Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2, 2025 • 108
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 162
Autoregressive Diffusion Models

Paper • 2110.02037 • Published Oct 5, 2021
EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling

Paper • 2502.09509 • Published Feb 13, 2025 • 9

Unified Multimodal Models

A curated list for Unified Multimodal Models papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23, 2025 • 79
OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation

Paper • 2502.05415 • Published Feb 8, 2025 • 20
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

Qwen2.5-Omni Technical Report

Paper • 2503.20215 • Published Mar 26, 2025 • 174
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

Unified model that generate Text, Image, Video

TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation

Paper • 2412.03069 • Published Dec 4, 2024 • 34
Are Emergent Abilities of Large Language Models a Mirage?

Paper • 2304.15004 • Published Apr 28, 2023 • 8
Scaling Image Tokenizers with Grouped Spherical Quantization

Paper • 2412.02632 • Published Dec 3, 2024 • 10
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Paper • 2410.13848 • Published Oct 17, 2024 • 37

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