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Abstract Synthesis

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Go beyond the paper abstract to synthesize new ideas. AGI research lab Ndea presents the stories behind remarkable academic papers in the field of program synthesis.

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  1. Why Creativity Cannot Be Interpolated - MLST

    Jeremy Budd, Assistant Professor at the University of Birmingham, and Tim Scarfe, CEO of Machine Learning Street Talk, discuss the paper “Why Creativity Cannot Be Interpolated”, which argues that genuine creativity requires respect for cons

  2. Constrained Adaptive Rejection Sampling - Loris D’Antoni

    Loris D’Antoni, Professor of Computer Science and Engineering at UC San Diego, discusses his paper “Constrained Adaptive Rejection Sampling,” which introduces a constrained decoding algorithm that preserves the original language model distr

  3. Inventing Inductive Logic Programming - Stephen Muggleton

    Stephen Muggleton, Emeritus Professor at Imperial College London, discusses his paper “Inductive Logic Programming”, which introduced and named the field. The paper presents a framework that combines logic programming with machine learning,

  4. Recursive Program Synthesis - Aws Albarghouthi

    Aws Albarghouthi, Associate Professor of Computer Science at the University of Wisconsin-Madison, discusses his paper “Recursive Program Synthesis”, which introduced Escher, an inductive synthesis algorithm for learning recursive programs f

  5. DreamCoder's Wake-Sleep Library Learning - Kevin Ellis

    Kevin Ellis, Assistant Professor at Cornell University, discusses his influential paper “DreamCoder,” which presents a system that jointly learns reusable program abstractions and a neural search strategy through an iterative wake-sleep pro

  6. Semantic Programming by Example with Pre-trained Models - Gust Verbruggen

    Gust Verbruggen, Senior AI researcher and member of the PROSE team at Microsoft, discusses his paper "Semantic Programming by Example with Pre-trained Models," which introduces a framework for integrating inductive program synthesis with la

  7. February 2026 Podcast Recap

    Program synthesis is the problem of automatically generating code that satisfies a specification. The real challenge isn’t searching faster, it’s making the right parts of the search space searchable at all. This week's episode is a short r

  8. Relational Decomposition for Program Synthesis - Céline Hocquette

    The way a problem is represented can determine whether it is solvable at all. Céline Hocquette, AI researcher at Ndea and former postdoctoral researcher at the University of Oxford, discusses her paper “Relational Decomposition for Program

  9. Symbolic World Models - Top Piriyakulkij

    Wasu "Top" Piriyakulkij, PhD student at Cornell University advised by Kevin Ellis, discusses his paper "PoE-World: Compositional World Modeling with Products of Programmatic Experts." The episode explores how symbolic, programmatic world mo

  10. Vision-Language Programs - Antonia Wüst

    Antonia Wüst, PhD student at TU Darmstadt, discusses her paper "Synthesizing Visual Concepts as Vision-Language Programs," which introduces a neurosymbolic approach to visual concept induction by combining vision-language models with progra

  11. Inductive Logic Programming - Andrew Cropper

    Andrew Cropper, logic luminary and creator of the popular Popper, discusses the paper "Inductive Logic Programming at 30: A New Introduction."This episode examines how inductive logic programming (ILP) learns symbolic rules from examples an

  12. Symbolic Linear Temporal Logic over Finite Traces Synthesis - Moshe Vardi

    Moshe Vardi, Professor at Rice University and one of the most influential figures in logic, verification, and theoretical computer science, discusses his paper “Symbolic LTLf Synthesis”. This conversation explores how Linear Temporal Logic

  13. Live @ NeurIPS 2025

    This is a special episode of the Abstract Synthesis podcast featuring a series of live interviews from NeurIPS 2025 in sunny San Diego, California. Rather than centering on a single paper, this episode captures a snapshot of the current res

  14. Program Synthesis and Non-Monotonic Reasoning - Kedar Namjoshi

    Leading formal methods researcher Kedar Namjoshi (Distinguished Member of Technical Staff, Nokia Bell Labs) discusses his extended abstract “Program Synthesis And Non-monotonic Reasoning”. This conversation explores why standard logical spe

  15. Grammar Filtering For Syntax-Guided Synthesis - Mark Santolucito

    Leading program synthesis researcher Mark Santolucito (Assistant Professor, Barnard College, Columbia University) discusses his paper "Grammar Filtering for Syntax-Guided Synthesis". This conversation explores how machine learning can be us

  16. Introducing Abstract Synthesis

    Welcome to Abstract Synthesis - a podcast where we share the stories behind interesting academic papers in the world of program synthesis. Brought to you by AGI research lab Ndea. Subscribe wherever you get your podcasts to stay tuned for i

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