95 citations · 120 across the 7 of their papers we have counts for
7 papers
Large Language Models for Compiler Optimization
Chris Cummins, Volker Seeker, Dejan Grubisic +8
We explore the novel application of Large Language Models to code optimization. We present a 7B-parameter transformer model trained from scratch to optimize LLVM assembly for code…
DrugChat: Towards Enabling ChatGPT-Like Capabilities on Drug Molecule Graphs
Youwei Liang, Ruiyi Zhang, Li Zhang +1
A ChatGPT-like system for drug compounds could be a game-changer in pharmaceutical research, accelerating drug discovery, enhancing our understanding of structure-activity relation…
Learning Compiler Pass Orders using Coreset and Normalized Value Prediction
Youwei Liang, Kevin Stone, Ali Shameli +8
Finding the optimal pass sequence of compilation can lead to a significant reduction in program size and/or improvement in program efficiency. Prior works on compilation pass order…
Not All Patches are What You Need: Expediting Vision Transformers via Token Reorganizations
Youwei Liang, Chongjian Ge, Zhan Tong +3
Vision Transformers (ViTs) take all the image patches as tokens and construct multi-head self-attention (MHSA) among them. Complete leverage of these image tokens brings redundant…
Large Norms of CNN Layers Do Not Hurt Adversarial Robustness
Youwei Liang, Dong Huang
Since the Lipschitz properties of convolutional neural networks (CNNs) are widely considered to be related to adversarial robustness, we theoretically characterize the nor…
Multi-view Graph Learning by Joint Modeling of Consistency and Inconsistency
Youwei Liang, Dong Huang, Chang-Dong Wang +1
Graph learning has emerged as a promising technique for multi-view clustering with its ability to learn a unified and robust graph from multiple views. However, existing graph lear…
Gradient Projection for Solving Quadratic Programs with Standard Simplex Constraints
Youwei Liang
An important method to optimize a function on standard simplex is the active set algorithm, which requires the gradient of the function to be projected onto a hyperplane, with sign…