Mon 19 Jun 2023 14:20 - 14:40 at Cypress 2 - PLDI: Compilation Chair(s): Chung-Kil Hur

Homomorphic encryption (HE) is an encryption scheme that provides arithmetic operations on the encrypted data without doing decryption.
For Ring-based HE, an encryption scheme that uses arithmetic operations on a polynomial ring as building blocks, performance improvement of unit HE operations has been achieved by two kinds of efforts.
The first one is through accelerating the building blocks, polynomial operations.
However, it does not facilitate optimizations across polynomial operations such as fusing two polynomial operations.
The second one is implementing highly optimized HE operations in an amalgamated manner.
The written codes have superior performance, but they are hard to maintain.

To resolve these challenges, we propose HEaaN.MLIR, a compiler that performs optimizations across polynomial operations.
Also, we propose Poly and ModArith, compiler intermediate representations (IRs) for integer polynomial arithmetic and modulus arithmetic on integer arrays.
HEaaN.MLIR has compiler optimizations that are motivated by manual optimizations that HE developers do.
These include optimizing modular arithmetic operations, fusing loops, and vectorizing integer arithmetic instructions.
HEaaN.MLIR can parse a program consisting of the Poly and ModArith instructions and generate a high-performance, multithreaded machine code for a CPU.
Our experiment shows that the compiled operations outperform heavily optimized open-source and commercial HE libraries by up to 3.06x in a single thread and 4.55x in multiple threads.

Mon 19 Jun

Displayed time zone: Eastern Time (US & Canada) change

13:40 - 15:20
PLDI: CompilationPLDI Research Papers at Cypress 2
Chair(s): Chung-Kil Hur Seoul National University

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13:40
20m
Talk
Don’t Look UB: Exposing Sanitizer-Eliding Compiler Optimizations
PLDI Research Papers
Raphael Isemann Vrije Universiteit Amsterdam, Cristiano Giuffrida Vrije Universiteit Amsterdam, Herbert Bos Vrije Universiteit Amsterdam, Erik van der Kouwe Vrije Universiteit Amsterdam, Klaus von Gleissenthall Vrije Universiteit Amsterdam
DOI
14:00
20m
Talk
Better Together: Unifying Datalog and Equality Saturation
PLDI Research Papers
Yihong Zhang University of Washington, Yisu Remy Wang University of Washington, Oliver Flatt University of Washington, David Cao University of California at San Diego, Philip Zucker Draper, Eli Rosenthal Google, Zachary Tatlock University of Washington, Max Willsey University of Washington
DOI Pre-print
14:20
20m
Talk
HEaaN.MLIR: An Optimizing Compiler for Fast Ring-Based Homomorphic Encryption
PLDI Research Papers
Sunjae Park Seoul National University, Woosung Song Google, Seunghyeon Nam Seoul National University, Hyeongyu Kim Seoul National University, Junbum Shin CryptoLab, Juneyoung Lee AWS
DOI
14:40
20m
Talk
Indexed Streams: A Formal Intermediate Representation for Fused Contraction Programs
PLDI Research Papers
Scott Kovach Stanford University, Praneeth Kolichala Stanford University, Tiancheng “Timothy” Gu Stanford University, Fredrik Kjolstad Stanford University
DOI Pre-print
15:00
20m
Talk
Fuzzing Loop Optimizations in Compilers for C++ and Data-Parallel Languages
PLDI Research Papers
Vsevolod Livinskii University of Utah, Dmitry Babokin Intel Corporation, John Regehr University of Utah
DOI Pre-print