2025
Accurate and Scalable Graph Neural Networks via Message Invariance.
CoRR, February, 2025

Accurate and Scalable Graph Neural Networks via Message Invariance.
Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024
Robust Preference Optimization with Provable Noise Tolerance for LLMs.
CoRR, 2024

2023
Provably Convergent Subgraph-wise Sampling for Fast GNN Training.
CoRR, 2023

LMC: Fast Training of GNNs via Subgraph Sampling with Provable Convergence.
Proceedings of the Eleventh International Conference on Learning Representations, 2023