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Sun 15 Jan

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09:00 - 10:30
First SessionLAFI at Scollay
Chair(s): Steven Holtzen Northeastern University, Christine Tasson Sorbonne Université — LIP6
09:00
5m
Day opening
Opening Comments
LAFI
Christine Tasson Sorbonne Université — LIP6, Steven Holtzen Northeastern University
09:05
60m
Keynote
Introduction to the tensor-programs framework, a PL approach that helps analyse theoretical properties of deep learning.Boston
LAFI
A: Hongseok Yang KAIST; IBS
10:10
10m
Talk
Exact Inference for Discrete Probabilistic Programs via Generating FunctionsParis
LAFI
A: Fabian Zaiser University of Oxford, C.-H. Luke Ong University of Oxford
File Attached
10:20
10m
Talk
Exact Probabilistic Inference Using Generating FunctionsBoston
LAFI
A: Lutz Klinkenberg RWTH Aachen University, Tobias Winkler RWTH Aachen University, Mingshuai Chen RWTH Aachen, Joost-Pieter Katoen RWTH Aachen University
File Attached
11:00 - 12:30
Second SessionLAFI at Scollay
Chair(s): Steven Holtzen Northeastern University, Christine Tasson Sorbonne Université — LIP6
11:00
20m
Talk
What do posterior distributions of probabilistic programs look like?Boston
LAFI
Mathieu Huot University of Oxford, A: Alexander K. Lew Massachusetts Institute of Technology, Vikash K. Mansinghka Massachusetts Institute of Technology, Sam Staton University of Oxford
File Attached
11:20
10m
Talk
Semantics of Probabilistic Program TracesBoston
LAFI
Alexander K. Lew Massachusetts Institute of Technology, A: Eli Sennesh Northeastern University, Jan-Willem Van De Meent University of Amsterdam, Vikash Mansinghka Massachusetts Institute of Technology
File Attached
11:30
10m
Talk
A convenient category of tracing measure kernelsBoston
LAFI
A: Eli Sennesh Northeastern University, Jan-Willem Van De Meent University of Amsterdam
File Attached
11:45
5m
Talk
Random probability distributions as natural transformationsParis
LAFI
A: Victor Blanchi ENS Paris, Hugo Paquet University of Oxford
File Attached
11:50
5m
Talk
Static Delayed Sampling for Probabilistic Programming LanguagesParis
LAFI
A: Gizem Caylak KTH Royal Institute of Technology, Daniel Lundén KTH Royal Institute of Technology, Viktor Senderov Naturhistoriska riksmuseet, David Broman KTH Royal Institute of Technology
11:55
5m
Talk
Denotational semantics of languages for inference: semirings, monads, and tensorsOnline
LAFI
Cristina Matache University of Edinburgh, A: Sean Moss University of Oxford, Sam Staton University of Oxford, Ariadne Si Suo University of Oxford
12:10
5m
Talk
Separated and Shared Effects in Higher-Order LanguagesBoston
LAFI
A: Pedro Henrique Azevedo de Amorim Cornell University, Justin Hsu Cornell University
12:15
5m
Talk
On Iteration in Discrete Probabilistic ProgrammingBoston
LAFI
A: Mateo Torres-Ruiz , Robin Piedeleu University of Oxford, Alexandra Silva Cornell University, Fabio Zanasi University College London
File Attached
12:20
5m
Talk
Bit-Blasting Probabilistic ProgramsBoston
LAFI
A: Poorva Garg University of California, Los Angeles, Steven Holtzen Northeastern University, Guy Van den Broeck University of California at Los Angeles, Todd Millstein University of California at Los Angeles
File Attached
12:25
5m
Talk
πMPC: Automatic Security Proofs for MPC ProtocolsBoston
LAFI
A: Mako P. Bates University of Vermont, Joseph P. Near University of Vermont
14:00 - 15:30
Third SessionLAFI at Scollay
Chair(s): Steven Holtzen Northeastern University, Christine Tasson Sorbonne Université — LIP6
14:00
20m
Talk
The Variable Elimination Algorithm as a Let-Term RewritingParis
LAFI
Thomas Ehrhard CNRS and University Paris Diderot, Claudia Faggian Université de Paris & CNRS, A: Michele Pagani IRIF - Université de Paris Cité
14:20
20m
Talk
Contextual source code AD transformations for sum typesOnline
LAFI
Adam Paszke Google Research, A: Gordon Plotkin Google
File Attached
14:45
5m
Talk
Pitfalls of Full Bayesian Inference in Universal Probabilistic ProgrammingOnline
LAFI
A: Tim Reichelt University of Oxford, C.-H. Luke Ong University of Oxford, Tom Rainforth Department of Statistics, University of Oxford
File Attached
14:50
5m
Talk
∂ is for Dialectica: typing differentiable programmingOnline
LAFI
A: Marie Kerjean CNRS, Université Sorbonne Paris Nord, Pierre-Marie Pédrot INRIA
15:00
5m
Talk
On the Reparameterisation Gradient for Non-Differentiable but Continuous ModelsBoston
LAFI
C.-H. Luke Ong NTU, A: Dominik Wagner University of Oxford
File Attached
15:05
5m
Talk
Partial Evaluation of Forward-Mode Automatic DifferentiationBoston
LAFI
A: Oscar Eriksson KTH Royal Institute of Technology, Viktor Palmkvist KTH Royal Institute of Technology, David Broman KTH Royal Institute of Technology
15:10
5m
Talk
Distribution Theoretic Semantics for Non-Smooth Differentiable ProgrammingBoston
LAFI
Pedro Henrique Azevedo de Amorim Cornell University, A: Christopher Lam University of Illinois at Urbana-Champaign
15:15
5m
Talk
New foundations for probabilistic separation logicBoston
LAFI
A: John Li Northeastern University, Amal Ahmed Northeastern University, USA, Steven Holtzen Northeastern University
File Attached
15:20
5m
Talk
Verified Reversible Programming for Verified Lossless CompressionBoston
LAFI
A: James Townsend University of Amsterdam, Jan-Willem Van De Meent University of Amsterdam
15:25
5m
Talk
Towards type-driven data-science in Idris
LAFI
Ohad Kammar University of Edinburgh, Katarzyna Marek University of Edinburgh, Minh Nguyen University of Bristol, Michel Steuwer University of Edinburgh, Jacob Walters University of Edinburgh, Robert Wright The University of Edinburgh, UK
16:00 - 18:00
Poster SessionLAFI at Scollay
Chair(s): Steven Holtzen Northeastern University