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Louis Mandel

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Inference Plans for Hybrid Particle FilteringPOPL 20252025-01-19
Built Siren, a probabilistic programming language that accepts inference plan annotations to force hybrid particle filtering to keep some random variables…
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Translating canonical SQL to imperative code in CoqOOPSLA 20232023-10-23
A mechanically verified compiler named DBCert translates a canonical SQL subset with correlated queries and NULL semantics into an imperative language using…
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Semi-symbolic Inference for Efficient Streaming Probabilistic ProgrammingOOPSLA 20222022-12-05
Semi-symbolic inference implements an automatic Rao-Blackwellized particle filter in ProbZelus by manipulating symbolic expression trees, using a central swap…
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Statically Bounded-Memory Delayed Sampling for Probabilistic StreamsOOPSLA 20212021-10-17
Defines two dataflow conditions, m-consumed and unseparated path, and proves they are necessary and sufficient for delayed sampling to use bounded memory on…
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