Siqi Miao

5 papers · 2022–2025 · 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)

Venues

ICLR (2) ICML (2) NeurIPS (1)

Top co-authors

Pan Li (5) Mia Liu (3) Yunan Luo (1) Shiyu Chang (1) Victor Fung (1) Shikun Liu (1) Zhiyuan Lu (1) Deyu Zou (1) Javier Duarte (1) Mufei Li (1)

Research topics

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

Keywords

information bottleneck (2) distribution shift (2) geometric deep learning (2) graph neural network (2) kernel approximation (1) locality sensitive hashing (1) knowledge graph (1) benchmark dataset (1) language model (1) out-of-distribution detection (1) retrieval-augmented generation (1) hallucination reduction (1) scientific application (1) attention weight (1) subgraph retrieval (1) interpretable graph learning (1) stochastic attention (1) subgraph selection (1) scientific benchmark (1) point transformer (1)

Papers

Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation ICLR 2025 GeSS: Benchmarking Geometric Deep Learning under Scientific Applications with Distribution Shifts NeurIPS 2024 Locality-Sensitive Hashing-Based Efficient Point Transformer with Applications in High-Energy Physics ICML 2024 Interpretable Geometric Deep Learning via Learnable Randomness Injection ICLR 2023 Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism ICML 2022