activity
20212024
most citedIntent-aware Recommendation via Disentangled Graph Contrastive Learning

35 citations · 47 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CV2024

Text-based Talking Video Editing with Cascaded Conditional Diffusion

Bo Han, Heqing Zou, Haoyang Li +2

Text-based talking-head video editing aims to efficiently insert, delete, and substitute segments of talking videos through a user-friendly text editing approach. It is challenging…

cs.LG20243 cited

Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts

Zeyang Zhang, Xin Wang, Ziwei Zhang +5

Dynamic graph neural networks (DyGNNs) currently struggle with handling distribution shifts that are inherent in dynamic graphs. Existing work on DyGNNs with out-of-distribution se…

cs.IR202435 cited

Intent-aware Recommendation via Disentangled Graph Contrastive Learning

Yuling Wang, Xiao Wang, Xiangzhou Huang +5

Graph neural network (GNN) based recommender systems have become one of the mainstream trends due to the powerful learning ability from user behavior data. Understanding the user i…

cs.LG2024

Cross-Space Adaptive Filter: Integrating Graph Topology and Node Attributes for Alleviating the Over-smoothing Problem

Chen Huang, Haoyang Li, Yifan Zhang +2

The vanilla Graph Convolutional Network (GCN) uses a low-pass filter to extract low-frequency signals from graph topology, which may lead to the over-smoothing problem when GCN goe…

cs.LG20232 cited

Graph Meets LLMs: Towards Large Graph Models

Ziwei Zhang, Haoyang Li, Zeyang Zhang +3

Large models have emerged as the most recent groundbreaking achievements in artificial intelligence, and particularly machine learning. However, when it comes to graphs, large mode…

cs.CL20237 cited

RESDSQL: Decoupling Schema Linking and Skeleton Parsing for Text-to-SQL

Haoyang Li, Jing Zhang, Cuiping Li +1

One of the recent best attempts at Text-to-SQL is the pre-trained language model. Due to the structural property of the SQL queries, the seq2seq model takes the responsibility of p…