YoVDO

Synthesizing Efficient Memoization Algorithms

Offered By: ACM SIGPLAN via YouTube

Tags

Program Synthesis Courses Computer Science Courses Declarative Programming Courses Memoization Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore an innovative approach to automatically generate correct and efficient memoization algorithms from declarative specifications in this 18-minute video presentation from OOPSLA2 2023. Discover how researchers from Peking University tackle the challenges of synthesizing complex memoization algorithms by introducing local objective functions and memoization partition functions. Learn about their novel synthesis algorithm that combines deductive and inductive methods to solve tasks too complex for existing synthesizers. Examine the evaluation of their approach using 42 real-world benchmarks from Leetcode and the National Olympiad in Informatics in Provinces-Junior, demonstrating successful synthesis for 39 out of 42 problems. Gain insights into program synthesis, memoization algorithms, and their practical applications in algorithmic programming contests.

Syllabus

[OOPSLA23] Synthesizing Efficient Memoization Algorithms


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