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papers

Publications (16)

Beyond the All-in-One Agent: Benchmarking Role-Specialized Multi-Agent Collaboration in Enterprise Workflows

Tao Yu, Hao Wang, Changyu Li +15

VLM as Policy: Common-Law Content Moderation Framework for Short Video Platform

Xingyu Lu, Tianke Zhang, Chang Meng +14

InstructEngine: Instruction-driven Text-to-Image Alignment

Xingyu Lu, Yuhang Hu, YiFan Zhang +9

VTC-Bench: Evaluating Agentic Multimodal Models via Compositional Visual Tool Chaining

Xuanyu Zhu, Yuhao Dong, Rundong Wang +9

Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt

YiFan Zhang, Weiqi Chen, Zhaoyang Zhu +7

ContextRL: Enhancing MLLM's Knowledge Discovery Efficiency with Context-Augmented RL

Xingyu Lu, Jinpeng Wang, YiFan Zhang +12

Debiasing Multimodal Large Language Models via Penalization of Language Priors

YiFan Zhang, Yang Shi, Weichen Yu +6

Exemplar Loss for Siamese Network in Visual Tracking

Shuo Chang, YiFan Zhang, Sai Huang +2

Omni-DeepSearch: A Benchmark for Audio-Driven Omni-Modal Deep Search

Tao Yu, yiming ding, Shenghua Chai +16

DAMA: Data- and Model-aware Alignment of Multi-modal LLMs

Jinda Lu, Junkang Wu, Jinghan Li +6

Free Lunch for Domain Adversarial Training: Environment Label Smoothing

YiFan Zhang, Xue Wang, Jian Liang +4

Model-free Test Time Adaptation for Out-Of-Distribution Detection

YiFan Zhang, Xue Wang, Tian Zhou +5

Why Distillation can Outperform Zero-RL: The Role of Flexible Reasoning

Xiao Hu, Xingyu Lu, Liyuan Mao +6

MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance

Xuehai Bai, Xiaoling Gu, Akide Liu +3

ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting

Joel Janek Dabrowski, YiFan Zhang, Ashfaqur Rahman

Multi-Dimensional Insights: Benchmarking Real-World Personalization in Large Multimodal Models

YiFan Zhang, Shanglin Lei, Runqi Qiao +10