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Aditya V. Thakur

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titleconferencedate
Interleaving Static Analysis and LLM PromptingSOAP 20242024-06-25
A static analyzer (EESI) calls an LLM whenever a function’s error-specification lattice value is bottom, and the LLM output is converted to EESI’s abstract…
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Architecture-Preserving Provable Repair of Deep Neural NetworksPLDI 20232023-06-17
Presents an algorithm that modifies only network parameters to yield architecture-preserving fixes that are provably correct on entire V-polytopes, encoding…
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Abstract Neural NetworksSPLASH 20222022-12-05
The paper introduces Abstract Neural Networks that soundly overapproximate a DNN while using far fewer nodes by replacing weight matrices with elements of an…
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Abstract Neural NetworksSAS 20202020-11-18
Paper claims a procedure to compress a large DNN into a smaller Abstract Neural Network (ANN) that soundly over-approximates every input-output behavior, and…
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Memory-Efficient Fixpoint ComputationSAS 20202020-11-18
A technique interleaves assertion checks with Bourdoncle-style recursive fixpoint iteration to free abstract values early, implemented as MIKOS extends IKOS…
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Analogy-Making as a Core Primitive in the Software Engineering ToolboxOnward! 20202020-11-15
Presents Sifter, a new analogy-making algorithm that represents code and docs as triplet structures plus a small DSL of update rules, and applies it to three…
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