activity
20242026
most citedDatawiseAgent: A Notebook-Centric LLM Agent Framework for Adaptive and Robust Data Science Automation

1 citations · 1 across the 8 of their papers we have counts for

collaborators

8 papers

cs.SD2026

Listen, Pause, and Reason: Toward Perception-Grounded Hybrid Reasoning for Audio Understanding

Jieyi Wang, Yazhe Niu, Dexuan Xu +1

Recent Large Audio Language Models have demonstrated impressive capabilities in audio understanding. However, they often suffer from perceptual errors, while reliable audio reasoni…

cs.LG2026

Revisiting Label Inference Attacks in Vertical Federated Learning: Why They Are Vulnerable and How to Defend

Yige Liu, Dexuan Xu, Zimai Guo +2

Vertical federated learning (VFL) allows an active party with a top model, and multiple passive parties with bottom models to collaborate. In this scenario, passive parties possess…

cs.CV2025

MIMO: A medical vision language model with visual referring multimodal input and pixel grounding multimodal output

Yanyuan Chen, Dexuan Xu, Yu Huang +6

Currently, medical vision language models are widely used in medical vision question answering tasks. However, existing models are confronted with two issues: for input, the model…

cs.CL2025

MedReflect: Teaching Medical LLMs to Self-Improve via Reflective Correction

Yue Huang, Yanyuan Chen, Dexuan Xu +3

Medical problem-solving demands expert knowledge and intricate reasoning. Recent studies of large language models (LLMs) attempt to ease this complexity by introducing external kno…

cs.AI2025

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models

Dexuan Xu, Jieyi Wang, Zhongyan Chai +4

Recent advances in multimodal large language models (MLLMs) have significantly improved medical AI, enabling it to unify the understanding of visual and textual information. Howeve…

cs.LG2025

TCDiff: Triplex Cascaded Diffusion for High-fidelity Multimodal EHRs Generation with Incomplete Clinical Data

Yandong Yan, Chenxi Li, Yu Huang +4

The scarcity of large-scale and high-quality electronic health records (EHRs) remains a major bottleneck in biomedical research, especially as large foundation models become increa…

cs.CL2025★ 1 cited

DatawiseAgent: A Notebook-Centric LLM Agent Framework for Adaptive and Robust Data Science Automation

Ziming You, Yumiao Zhang, Dexuan Xu +5

Existing large language model (LLM) agents for automating data science show promise, but they remain constrained by narrow task scopes, limited generalization across tasks and mode…

cs.AI2024

STAMPsy: Towards SpatioTemporal-Aware Mixed-Type Dialogues for Psychological Counseling

Jieyi Wang, Yue Huang, Zeming Liu +7

Online psychological counseling dialogue systems are trending, offering a convenient and accessible alternative to traditional in-person therapy. However, existing psychological co…