YoVDO

Equivalence by Canonicalization for Synthesis-Backed Refactoring

Offered By: ACM SIGPLAN via YouTube

Tags

Program Synthesis Courses Python Courses NumPy Courses Elm Courses Functional Programming Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore a 20-minute video presentation from PLDI 2024 introducing a novel enumerative program synthesis framework called component-based refactoring. Discover how this approach transforms 'direct' style code into equivalent 'combinator' style code using library components. Learn about the innovative equivalence by canonicalization technique for checking code equivalence without relying on input-output examples or logical specifications. Examine the framework's implementation in two contexts: higher-order functional combinators in Elm and high-performance numerical computing combinators in NumPy for Python. Gain insights into the performance and output quality of the Cobbler tool, which instantiates this framework. Understand how synthesis-backed refactoring can be applied across various domains without requiring additional specification beyond the input program.

Syllabus

[PLDI24] Equivalence by Canonicalization for Synthesis-Backed Refactoring


Taught by

ACM SIGPLAN

Related Courses

Stanford Seminar - Concepts and Questions as Programs
Stanford University via YouTube
DreamCoder- Growing Generalizable, Interpretable Knowledge With Wake-Sleep Bayesian Program Learning
Yannic Kilcher via YouTube
A Neural Network Solves and Generates Mathematics Problems by Program Synthesis - Paper Explained
Aleksa Gordić - The AI Epiphany via YouTube
EI Seminar - Recent Papers in Embodied Intelligence
Massachusetts Institute of Technology via YouTube
Using Program Synthesis to Build Compilers
Simons Institute via YouTube