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Xinyue Xu

8 accepted papers

2026

AttTok: Marrying Attribute Tokens with Generative Pre-trained Vision-Language Models towards Medical Image Understanding

ICLR 2026poster

Recent generative pre-trained vision–language (GPTv) models have achieved remarkable success in multi-modal understanding, inspiring their adaptation to medical imaging tasks such as disease diagnosis and visual question answering (VQA). However, current instruction-tuned GPTv models suffer from two…

Cited by 0SourceScholar
2025

GuideBench: Benchmarking Domain-Oriented Guideline Following for LLM Agents

ACL 2025long

Large language models (LLMs) have been widely deployed as autonomous agents capable of following user instructions and making decisions in real-world applications. Previous studies have made notable progress in benchmarking the instruction following capabilities of LLMs in general domains, with a pr…

2024

Energy-Based Concept Bottleneck Models: Unifying Prediction, Concept Intervention, and Probabilistic Interpretations

ICLR 2024poster

Existing methods, such as concept bottleneck models (CBMs), have been successful in providing concept-based interpretations for black-box deep learning models. They typically work by predicting concepts given the input and then predicting the final class label given the predicted concepts. However,…

2021

Hybrid Model for Network Anomaly Detection with Gradient Boosting Decision Trees and Tabtransformer

ICASSP 2021accepted

Last decades have witnessed the monumental growth of Inter-net applications, and the network security fields have attracted increasing interests as it has become a necessity due to proliferation of information technologies in everyday life. Net-work anomaly detection aims to detect the potential ano…

Cited by 0SourceScholar