Awesome Graph Learning
📄
Papers
🧭
Topics
🔥
Trending
🗺️
Map
🏆
Leaderboards
🎓
Learn
🤖
Ask AI
⋯
More
👥
Authors
📚
Reading Packs
📊
Datasets
🛠️
Tools
📰
News
📝
Blogs
✉️
Newsletter
🎯
Research Radar
🔖
Saved
+ Add Paper
☾
☀
← authors
·
overview
Loading author…
🤖
Ask AI
Xinnan Dai — most-cited papers & profile · Graph Learning
← authors
·
overview
Xinnan Dai
11
papers ·
6
citations ·
0
h-index
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Why Retrieval-Augmented Generation Fails: A Graph Perspective
2026
When Do Hallucinations Arise? A Graph Perspective on the Evolution of Path Reuse and Path Compression
2026
Uncovering Graph Reasoning in Decoder-only Transformers with Circuit Tracing
2025
Beyond Static Retrieval: Opportunities and Pitfalls of Iterative Retrieval in GraphRAG
2025
From Sequence to Structure: Uncovering Substructure Reasoning in Transformers
2025
Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path
2024
How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension
2024
Top co-authors
Jiliang Tang
· 7
Kai Guo
· 5
Shenglai Zeng
· 4
Bohang Zhang
· 2
Caihua Shan
· 2
Dongsheng Li
· 2
Haoyu Han
· 2
Kai Yang
· 2
Qihao Wen
· 2
Aoran Wang
· 1
Cheng Luo
· 1
Chung-Hsiang Lo
· 1
Topics
cs.AI
cs.CL
cs.LG