2 papers
cs.PL2026
DLCB: Ahead-of-Time Compilation for Dynamic Deep Learning
Alexander Collins, Bin Fan, Evghenii Gaburov +4
Deep learning workloads are increasingly deployed in settings where tensor shapes are not fully known at compile time. Batch sizes vary across requests, sequence lengths differ bet…
cs.LG2025
Tawa: Automatic Warp Specialization for Modern GPUs with Asynchronous References
Hongzheng Chen, Bin Fan, Alexander Collins +8
Modern GPUs feature specialized hardware units that enable high-performance, asynchronous dataflow execution. However, the conventional SIMT programming model is fundamentally misa…