GR-Dexter Technical Report

VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice

RelayLLM: Efficient Reasoning via Collaborative Decoding

Token-Level LLM Collaboration via FusionRoute

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes

Learnable Multipliers: Freeing the Scale of Language Model Matrix Layers

GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory

From Failure to Mastery: Generating Hard Samples for Tool-use Agents

Choreographing a World of Dynamic Objects

Klear: Unified Multi-Task Audio-Video Joint Generation

Atlas: Orchestrating Heterogeneous Models and Tools for Multi-Domain Complex Reasoning

Benchmark^2: Systematic Evaluation of LLM Benchmarks

MindWatcher: Toward Smarter Multimodal Tool-Integrated Reasoning

Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting

Diversity or Precision? A Deep Dive into Next Token Prediction

Confucius Code Agent: Scalable Agent Scaffolding for Real-World Codebases

DreamStyle: A Unified Framework for Video Stylization

UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision

LTX-2: Efficient Joint Audio-Visual Foundation Model

SciEvalKit: An Open-source Evaluation Toolkit for Scientific General Intelligence

MOSS Transcribe Diarize: Accurate Transcription with Speaker Diarization

InfiniDepth: Arbitrary-Resolution and Fine-Grained Depth Estimation with Neural Implicit Fields

Adaptation of Agentic AI

Large Video Planner Enables Generalizable Robot Control

InfiniteVGGT: Visual Geometry Grounded Transformer for Endless Streams

GARDO: Reinforcing Diffusion Models without Reward Hacking

VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation

DreamID-V:Bridging the Image-to-Video Gap for High-Fidelity Face Swapping via Diffusion Transformer

NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation

GR-Dexter Technical Report

VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice

RelayLLM: Efficient Reasoning via Collaborative Decoding

Token-Level LLM Collaboration via FusionRoute

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes

Learnable Multipliers: Freeing the Scale of Language Model Matrix Layers

GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory

From Failure to Mastery: Generating Hard Samples for Tool-use Agents

Choreographing a World of Dynamic Objects

Klear: Unified Multi-Task Audio-Video Joint Generation

Atlas: Orchestrating Heterogeneous Models and Tools for Multi-Domain Complex Reasoning

Benchmark^2: Systematic Evaluation of LLM Benchmarks

MindWatcher: Toward Smarter Multimodal Tool-Integrated Reasoning

Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting

Diversity or Precision? A Deep Dive into Next Token Prediction

Confucius Code Agent: Scalable Agent Scaffolding for Real-World Codebases

DreamStyle: A Unified Framework for Video Stylization

UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision

LTX-2: Efficient Joint Audio-Visual Foundation Model

SciEvalKit: An Open-source Evaluation Toolkit for Scientific General Intelligence

MOSS Transcribe Diarize: Accurate Transcription with Speaker Diarization

InfiniDepth: Arbitrary-Resolution and Fine-Grained Depth Estimation with Neural Implicit Fields

Adaptation of Agentic AI

Large Video Planner Enables Generalizable Robot Control

InfiniteVGGT: Visual Geometry Grounded Transformer for Endless Streams

GARDO: Reinforcing Diffusion Models without Reward Hacking

VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation

DreamID-V:Bridging the Image-to-Video Gap for High-Fidelity Face Swapping via Diffusion Transformer

NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation