~/talks

Sumit Gulwani

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where they keep going back

  • OOPSLA4 editions2020–2024
  • UIST2 editions2015–2021

all 4 in the filters

on a stage with

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who talks about the same things

titleconferencedate
PyDex: Repairing Bugs in Introductory Python Assignments using LLMsOOPSLA 20242024-10-20
PyDex is an APR pipeline that uses Codex with iterative prompts, parser diagnostics, test-case filtering, and peer-program few-shots to repair student Python…
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FlashFill++: Scaling Programming by Example by Cutting to the ChasePOPL 20232023-01-15
FlashFill++ introduces cut functions, guarded DSLs, and middle-out synthesis to scale programming-by-example to a large DSL with date/time and numeric…
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Overwatch: Learning Patterns in Code Edit SequencesOOPSLA 20222022-12-05
Overwatch learns recurring edit sequences from IDE session traces by building fine-grained edit graphs, summarizing them into an edit quotient graph…
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Semantic programming by example with pre-trained modelsOOPSLA 20212021-10-17
A system combines FlashFill-style deductive synthesis with GPT-3 to handle semantic string ops by adding three semantic operators (e.g. SemMap, SemPos) and a…
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APIfix: Output-Oriented Program Synthesis for Combating Breaking Changes in LibrariesOOPSLA 20212021-10-17
APIFix uses output-oriented synthesis to infer API-adaptation edits by mining human edits plus existing updated-library usages, then performs provenance…
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Multi-modal Program Inference: a Marriage of Pre-trained Language Models and Component-based SynthesOOPSLA 20212021-10-17
NLX combines GPT-3 candidates with a component-based synthesizer to turn ambiguous English plus examples into precise code. It targets regexes and CSS…
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reCode: A Lightweight Find-and-Replace Interaction in the IDE for Transforming Code by ExampleUIST 20212021-10-10
reCode is a Visual Studio Code extension that turns a simple search into a demonstrated, synthesized transformation: type a short search like bind or expect…
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Feedback-Driven Semi-supervised Synthesis of Program TransformationsOOPSLA 20202020-11-15
Semi-supervised synthesis combines input-output examples with extra unlabeled inputs (cursor locations and mined candidates) and uses anti-unification modulo…
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Structure Interpretation of Text FormatsOOPSLA 20202020-11-15
An extensible program-synthesis system called Unravel framework learns sequences of parametrized parsing rules (Regex-Split, Delimiter-Split, String-Split…
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Automated Program Generation from Input-Output ExamplesHeapcon 20192019-10-03
A demo of example-driven program synthesis shows a production-grade engine used in Excel as Flash Fill (since 2013) with about one million weekly invocations…
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User Interaction Models for Disambiguation in Programming by ExampleUIST 20152015-11-08
Presents two concrete interaction models: program viewer paraphrases code into plain English so users inspect and switch among ranked alternative programs, and…
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