1 citations · 1 across the 1 of their papers we have counts for
2 papers
cs.LG2025
When GNNs meet symmetry in ILPs: an orbit-based feature augmentation approach
Qian Chen, Lei Li, Qian Li +6
A common characteristic in integer linear programs (ILPs) is symmetry, allowing variables to be permuted without altering the underlying problem structure. Recently, GNNs have emer…
cs.IR2024★ 1 cited
Invar-RAG: Invariant LLM-aligned Retrieval for Better Generation
Ziwei Liu, Liang Zhang, Qian Li +2
Retrieval-augmented generation (RAG) has shown impressive capability in providing reliable answer predictions and addressing hallucination problems. A typical RAG implementation us…