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Xuanwen Huang

3 accepted papers

2024

An Expert is Worth One Token: Synergizing Multiple Expert LLMs as Generalist via Expert Token Routing

ACL 2024long

We present Expert-Token-Routing, a unified generalist framework that facilitates seamless integration of multiple expert LLMs. Our framework represents expert LLMs as special expert tokens within the vocabulary of a meta LLM. The meta LLM can route to an expert LLM like generating new tokens. Expert…

2022

DGraph: A Large-Scale Financial Dataset for Graph Anomaly Detection

NeurIPS 2022accept

Graph Anomaly Detection (GAD) has recently become a hot research spot due to its practicability and theoretical value. Since GAD emphasizes the application and the rarity of anomalous samples, enriching the varieties of its datasets is fundamental. Thus, this paper present DGraph, a real-world dynam…

Cited by 97SourcePDFScholar
2021

Adaptive Hierarchical Graph Reasoning With Semantic Coherence for Video-and-Language Inference

ICCV 2021poster

Video-and-Language Inference is a recently proposed task for joint video-and-language understanding. This new task requires a model to draw inference on whether a natural language statement entails or contradicts a given video clip. In this paper, we study how to address three critical challenges fo…

Cited by 28PDFScholar