Vincent CS Lee

4 papers · 2019–2023 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (16) 🐣 Hot Topic Early Bird 🚀 Conference Pioneer

Venues

AAAI (2) IJCAI (1) NeurIPS (1)

Top co-authors

Shirui Pan (2) YIZHEN ZHENG (2) Xiaojun Chang (1) Xiaodan Liang (1) Xiaoyu Qin (1) Fengda Zhu (1) Kai Ming Ting (1) Yu Zheng (1) Yixin Liu (1) Daokun Zhang (1)

Research topics

Machine Learning (4) Core Methods (3) Deep Learning (2) Architectures (2) Learning Types · Machine Learning (2) Learning Types · Deep Learning (2) Artificial Intelligence (1) Application Areas (1) Core AI (1) Learning Paradigms (1) Optimization & Theory (1)

Keywords

graph representation learning (2) contrastive learning (2) graph neural network (2) similarity learning (1) self-supervised learning (1) data augmentation (1) nearest neighbor (1) adversarial attack (1) node classification (1) world model (1) embodied agent (1) scene generation (1) density-based clustering (1) node representation (1) graph contrastive learning (1) heterophilic graph (1) homophily assumption (1) group discrimination (1) unsupervised graph representation learning (1) graph heterophily (1)

Papers

Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating AAAI 2023 Vision Language Navigation with Knowledge-driven Environmental Dreamer IJCAI 2023 Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination NeurIPS 2022 Nearest-Neighbour-Induced Isolation Similarity and Its Impact on Density-Based Clustering AAAI 2019