MMTIT-Bench: A Multilingual and Multi-Scenario Benchmark with Cognition-Perception-Reasoning Guided Text-Image Machine Translation

Gengluo Li, Chengquan Zhang, Yupu Liang +9

SedarEval: Automated Evaluation using Self-Adaptive Rubrics

Zhiyuan Fan, Weinong Wang, Xing Wu +1

PhoneBuddy: Training Open Models for Agentic Phone Use

Zhengyang Tang, Xin Lai, Pengyuan Lyu +23

HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better

Gengluo Li, Xingyu Wan, Shangpin Peng +20

Uni-DPO: A Unified Paradigm for Dynamic Preference Optimization of LLMs

Shangpin Peng, Weinong Wang, Zhuotao Tian +7

Push for Center Learning via Orthogonalization and Subspace Masking for Person Re-Identification

Weinong Wang, Wenjie Pei, Qiong Cao +2

Exploring Implicit Visual Misunderstandings in Multimodal Large Language Models through Attention Analysis

Pengfei Wang, Guohai Xu, Weinong Wang +3

Ego-InBetween: Generating Object State Transitions in Ego-Centric Videos

Mengmeng Ge, Takashi Isobe, Xu Jia +7

StrucTab: A Structured Optimization Framework for Table Parsing

Gengluo Li, Shangpin Peng, Chengquan Zhang +10

PhoneHarness: Harnessing Phone-Use Agents through Mixed GUI, CLI, and Tool Actions

Chenxin Li, Zhengyao Fang, Zhengyang Tang +18

HyMobileAgent: Data-Environment Co-Scaling for Efficient GUI Agents

Hy Vision Team, Huawen Shen, Zhengyang Tang +20

The paper introduces HyMobileAgent, a vision-native mobile GUI agent that combines large multimodal models with a co-scaling framework for data and environments to enable precise p…

CF-VLA: Efficient Coarse-to-Fine Action Generation for Vision-Language-Action Policies

Fan Du, Feng Yan, Jianxiong Wu +8

Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving

Xinji Mai, Haotian Xu, Zhong-Zhi Li +5

Enhancing MLLM Spatial Understanding via Active 3D Scene Exploration for Multi-Perspective Reasoning

Jiahua Chen, Qihong Tang, Weinong Wang +1

HunyuanOCR Technical Report

Hunyuan Vision Team, Pengyuan Lyu, Xingyu Wan +29

Uni-OPD: Unifying On-Policy Distillation with a Dual-Perspective Recipe

Wenjin Hou, Shangpin Peng, Weinong Wang +13

ChartArena: Benchmarking Chart Parsing across Languages, Scenarios, and Formats

Shangpin Peng, Gengluo Li, Xingyu Wan +10

PhoneWorld: Scaling Phone-Use Agent Environments

Zhengyang Tang, Yuxuan Liu, Xin Lai +21

Safe, or Simply Incapable? Rethinking Safety Evaluation for Phone-Use Agents

Zhengyang Tang, Yi Zhang, Chenxin Li +18

RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?

Haotian Xu, Xing Wu, Weinong Wang +11

LiteLong: Resource-Efficient Long-Context Data Synthesis for LLMs

Junlong Jia, Xing Wu, Chaochen Gao +8

Few-Shot Model Adaptation for Customized Facial Landmark Detection, Segmentation, Stylization and Shadow Removal

Zhen Wei, Bingkun Liu, Weinong Wang +1

VideoTIR: Accurate Understanding for Long Videos with Efficient Tool-Integrated Reasoning

Zhe Gao, Shiyu Shen, Taifeng Chai +7

Feature Decoupling-Recycling Network for Fast Interactive Segmentation

Huimin Zeng, Weinong Wang, Xin Tao +3