Tianyu Fan

4 papers · 2023–2026 · 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 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (12) 🐣 Hot Topic Early Bird

Venues

AAAI (2) ACL (1) ICLR (1)

Top co-authors

Stan Z. Li (2) Lirong Wu (2) Yufei Huang (2) Haitao Lin (2) Lei Chen (1) Zhangyang Gao (1) Yifei Sun (1) Xubin Ren (1) Yang Yang (1) Jingyuan Wang (1)

Research topics

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

Keywords

graph neural network (2) graph representation learning (2) feature extraction (1) knowledge distillation (1) spectral analysis (1) retrieval-augmented generation (1) frequency analysis (1) heterogeneous graph (1) siamese network (1) multi-layer perceptron (1) knowledge discovery (1) small language model (1) spectral domain (1) structural divergence (1) task selection (1) frequency knowledge (1) low-frequency knowledge (1) high-frequency knowledge (1) generative pattern (1) graph pre-training (1)

Papers

MiniRAG: A Lightweight RAG system with Small Language Models ACL 2026 Decoupling Weighing and Selecting for Integrating Multiple Graph Pre-training Tasks ICLR 2024 Fine-Tuning Graph Neural Networks by Preserving Graph Generative Patterns AAAI 2024 Extracting Low-/High- Frequency Knowledge from Graph Neural Networks and Injecting It into MLPs: An Effective GNN-to-MLP Distillation Framework AAAI 2023