15-745: Project Web Pages, Fall 2025

Compiler Optimizations for Machine Learning Applications:

Detecting Mixture-of-Experts Patterns in Torch FX Graphs for Compiler Optimization , Haojia Sun and Yikang Cai
Symmetry-Exploiting Compiler Optimizations for MLIR Tensor Programs , Gaurav Arya and Apurva Gandhi
SySTec - A Sparse Symmetric Tensor Compiler , Roger Yang and Kit Ao

Compiler Optimizations for Database Management Systems:

Compiler Techniques for Database Query Optimization , Drew Ripberger and Yuchen Liang
SubMLIR: Relaxed Operator Fusion (& other compiler optimizations) for compiled query execution , Yassine Kachrad and Aarrya Saraf

Compiler Optimizations for Memory Performance:

Representing Rust Collections in an SSA Form , Joanna Boyland, James Gallicchio, and Tesla Zhang
Optimizing Data Structure Layout for Improved Memory Performance , Sun A. Cho and Yufei Shi

Miscellaneous Compiler Optimizations:

Vectorized Loop Shape Optimization in MLIR , Muhammad Mazaya and Justin Kim
eBPF Optimization , Zachary Kent and Otso Barron