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Debangshu Banerjee

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Evolving Abstract Transformers for Gradient-Guided, Adaptable Abstract InterpretationPLDI 20262026-06-15
Proposes a general, parametric transformer that outputs a space of sound outputs (constructed by UPOSE) and then searches it with a differentiable AGG gradient…
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DafnyPro: LLM-Assisted Automated Verification for Dafny ProgramsDafny 20262026-01-11
DafnyPro is an inference-time pipeline that uses LLMs (Claude Sonnet 3.5/3.7) to generate Dafny annotations while enforcing soundness with a diff-checker that…
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Input-Relational Verification of Deep Neural NetworksPLDI 20242024-06-24
A verifier that reasons about multiple executions builds a DiffPoly abstract domain to track concrete and symbolic difference bounds layer by layer, produces…
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Incremental Verification of Neural NetworksPLDI 20232023-06-17
Complete, verifier-agnostic method IVAN reuses branch-and-bound work by saving a specification tree of partitioned subproblems and then avoids costly analyzer…
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