~/talks

Joshua B. Tenenbaum

what they talk about

all 7 in the filters

where they keep going back

  • LAFI3 editions2024–2026

all 6 in the filters

on a stage with

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who talks about the same things

titleconferencedate
Event-based Design Abstractions for Agent HarnessesPAgE 20262026-06-15
Proposes an event-driven harness where a durable append-only event log is the single source of truth, with independent facets that fold over the log to derive…
Talk on
Sequential Monte Carlo Program Synthesis with Refinement ProposalsLAFI 20262026-01-11
Extends program synthesis search to include probabilistic programs and evaluates exact marginal likelihood using the PL change named pluck via lazy knowledge…
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Language-Model Probabilistic Programming for Improving Autoformalization via Cycle(…)LAFI 20262026-01-11
Proposes a GenLM-based decoder that steers a 70B LLM with two real-valued potentials: incremental type-checking via Lean by affixing dummy conclusions at safe…
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A Domain-Specific Probabilistic Programming Language for Reasoning about Reasoning(…)OOPSLA 20252025-10-16
Memo is a domain-specific probabilistic programming language for recursive theory-of-mind models that compiles to JAX and runs on GPUs. It embeds in Python…
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Gauguin, Descartes, Bayes: A Diurnal Golem's BrainOnward! 20252025-10-12
Builds a small probabilistic program in Church that samples and conditions over program-space to infer its own source; uses a grammar-based generator, eval…
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Stochastic Lazy Knowledge Compilation for Inference in Discrete Probabilistic ProgramsPLDI 20252025-06-16
Implements lazy knowledge compilation in a Julia tool called Pluck and combines it with sequential Monte Carlo that uses locally‑optimal proposals computed…
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A Domain-Specific PPL for Reasoning about Reasoning (or: a memo on memo)LAFI 20252025-01-19
Introduces memo, a Python-embedded domain-specific PPL that replaces sample/infer with choose/observe semantics and compiles recursive theory-of-mind models…
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Lazy Knowledge Compilation for Discrete PPLsLAFI 20252025-01-19
A new variant of knowledge compilation for discrete PPLs uses lazy knowledge compilation to delay compiling subexpressions until forced, and it compiles only…
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Toward Probabilistic Coarse-to-Fine Program SynthesisLAFI 20242024-01-14
Synthesizes programs by starting with coarse probabilistic programs that use randomness as placeholders, then iteratively refines high-entropy expressions into…
Talk
Combining Functional and Automata Synthesis to Discover Causal Reactive ProgramsPOPL 20232023-01-15
Algorithm converts sequences of video frames plus actions into Autumn programs by iterating functional synthesis (fit per-object update functions from an…
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Top-Down Synthesis for Library LearningPOPL 20232023-01-15
Paper introduces corpus-guided top-down synthesis that builds abstractions by expanding holes and using branch-and-bound pruning with quick upper bounds…
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