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Zhengxing Huang

5 accepted papers

2026

anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding

AAAI 2026technical

The advent of multimodal large language models (MLLMs) has sparked interest in their application to electrocardiogram (ECG) analysis. However, existing ECG-focused MLLMs primarily focus on report generation tasks, often limited to single 12-lead, short-duration (10s) ECG inputs, thereby underutilizi

Cited by 0SourcePDFScholar
2025

KCGAFormer: When Large-Kernel ConvFormer Meets KAN in Semantic Segmentation

ICASSP 2025accepted

Vision Transformer, with the distinctive architecture and self-attention mechanisms, had profoundly influenced the field of computer vision, establishing Transformer-based models as benchmarks for semantic segmentation. In this study, we propose a pioneering hybrid model that fuses Kolmogorov-Arnold…

Cited by 0SourceScholar
2023

Learning Chemical Rules of Retrosynthesis with Pre-training

AAAI 2023technical

Retrosynthesis aided by artificial intelligence has been a very active and bourgeoning area of research, for its critical role in drug discovery as well as material science. Three categories of solutions, i.e., template-based, template-free, and semi-template methods, constitute mainstream solutions…

Cited by 15SourcePDFScholar
2022

GRASP: Navigating Retrosynthetic Planning with Goal-driven Policy

NeurIPS 2022accept

Retrosynthetic planning occupies a crucial position in synthetic chemistry and, accordingly, drug discovery, which aims to find synthetic pathways of a target molecule through a sequential decision-making process on a set of feasible reactions. While the majority of recent works focus on the predict…

Cited by 23SourcePDFScholar
2022

On Tracking Dialogue State by Inheriting Slot Values in Mentioned Slot Pools

IJCAI 2022poster

Dialogue state tracking (DST) is a component of the task oriented dialogue system. It is responsible for extracting and managing slots, where each slot represents a part of the information to accomplish a task, and slot value is updated recurrently in each dialogue turn. However, many DST models can…