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Schedule

Nadia Polikarpova edited this page Feb 4, 2022 · 16 revisions

Note: Schedule beyond next week is subject to change!

Day Class Topic / Reading Assignment Project milestone
Tue
1/4
Course Overview: What is program synthesis? Dimensions in programs synthesis: behavioral constraints, structural constraints, search strategies.
[Slides] [Synquid demo]
Module I: Synthesizing Simple Programs
Thu
1/6
Inductive synthesis. Syntax-guided synthesis. Enumerative search: bottom-up vs top-down.
[Slides]
Tue
1/11
Search space pruning: equivalence reduction.
[Slides]
Wed
1/12
EUSolver
Thu
1/13
Search space pruning: top-down constraint propagation. Condition abduction. EUSolver discussion.
[Slides]
Fri
1/14
Teams
Tue
1/18
Search space prioritization. Weighted enumerative search.
[Slides]
Wed
1/19
Euphony
Thu
1/20
Euphony discussion. Framework demos. Suggested project ideas.
Tue
1/25
Representation-based search: Version-Space Algebra, Finite Tree Automata.
[Slides]
Wed
1/26
BlinkFill
Thu
1/27
BlinkFill discussion. Stochastic search, MCMC.
[Slides]
Fri
1/28
Proposal
Tue
2/1
Constraint Solving: SAT, SMT.
[Slides]
Wed
2/2
Brahma
Thu
2/3
Constraint-based search.
[Slides]
Module II: Synthesizing Complex Programs
Tue
2/8
Specifications and guarantees. CEGIS.
[Slides]
Wed
2/9
Sketch
Thu
2/10
Bounded constraint-based synthesis. Sketch.
[Slides]
Tue
2/15
Type Systems. Type-driven program synthesis.
[Slides]
Wed
2/16
Synquid
Thu
2/17
Refinement Types. Type-driven program synthesis (contd).
[Slides]
Tue
2/22
Imperative programs. Hoare logic. Constraint-based synthesis with loop invariants.
[Slides]
Wed
2/23
SuSLik
Thu
2/24
Separation logic. Deductive synthesis.
[Slides]
Module III: Advanced Topics
Tue
3/1
User interaction in synthesis.
[Slides]
Wed
3/2
Regae
Thu
3/3
User interaction in synthesis (cont.)
Tue
3/8
Guest lecture by Alex Polozov: Neural and Neuro-Symbolic synthesis.
Wed
3/9
Neural
Thu
3/10
Guest lecture by Alex Polozov: Neural and Neuro-Symbolic synthesis (cont.)
Tue
3/15
3-6pm
Project Presentations. Presentation
Fri
3/18
Report
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