2018

Baydin, Atilim Gunes, Pearlmutter, Barak A., Radul, Alexey Andreyevich and Siskind, Jeffrey Mark (2018) Automatic Differentiation in Machine Learning: a Survey. Journal of Marchine Learning Research, 18. pp. 1-43. ISSN 1532-4435

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2018) Divide-and-conquer checkpointing for arbitrary programs with no user annotation. Optimization Methods and Software, 33 (4-6). pp. 1288-1330. ISSN 1055-6788

2016

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2016) Binomial Checkpointing for Arbitrary Programs with No User Annotation. In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford, U.K..

Baydin, Atilim Gunes, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) DiffSharp: An AD Library for .NET Languages. In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford, U.K..

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2016) Efficient Implementation of a Higher-Order Language with Built-In AD. In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford U.K..

Kelly, Robert, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) Evolving the Incremental Lambda Calculus into a Model of Forward Automatic Differentiation (AD). In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford, U.K..

Baydin, Atilim Gunes, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) Tricks from Deep Learning. In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford, U.K..

2015

Baydin, Atilim Gunes, Pearlmutter, Barak A., Radul, Alexey Andreyevich and Siskind, Jeffrey Mark (2015) Automatic differentiation in machine learning: a survey. Working Paper. arXiv.

Barbu, Andrei, Siddharth, N., Xiong, Caiming, Corso, Jason J., Fellbaum, Christiane D., Hanson, Catherine, Hanson, Stephen Jose, Helie, Sebastien, Malaia, Evguenia, Pearlmutter, Barak A., Siskind, Jeffrey Mark, Talavage, Thomas Michael and Wilbur, Ronnie B. (2015) The Compositional Nature of Event Representations in the Human Brain. Working Paper. arXiv.

Baydin, Atilim Gunes, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2015) DiffSharp: Automatic Differentiation Library. Working Paper. arXiv.

2014

Barbu, Andrei, Barrett, Daniel P., Chen, Wei, Siddharth, N., Xiong, Caiming, Corso, Jason J., Fellbaum, Christiane D., Hanson, Catherine, Hanson, Stephen Jose, Helie, Sebastien, Malaia, Evguenia, Pearlmutter, Barak A., Siskind, Jeffrey Mark, Talavage, Thomas Michael and Wilbur, Ronnie B. (2014) Seeing is Worse than Believing: Reading People’s Minds Better than Computer-Vision Methods Recognize Actions. In: Computer Vision – ECCV 2014. Lecture Notes in Computer Science (8693). Springer International Publishing, pp. 612-627. ISBN 9783319106014

2013

Radul, Alexey, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2013) AD in Fortran Part 2: Implementation via Prepreprocessor. Working Paper. arXiv.

Barbu, Andrei, Siddharth, N., Xiong, Caiming, Corso, Jason J., Fellbaum, Christiane D., Hanson, Catherine, Hanson, Stephen Jose, Helie, Sebastien, Malaia, Evguenia, Pearlmutter, Barak A., Siskind, Jeffrey Mark, Talavage, Thomas Michael and Wilbur, Ronnie B. (2013) The Compositional Nature of Verb and Argument Representations in the Human Brain. Technical Report. arXiv.

2012

Radul, Alexey Andreyevich, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2012) AD in Fortran Part 1: Design. Working Paper. arXiv.

Manzyuk, Oleksandr, Pearlmutter, Barak A., Radul, Alexey Andreyevich, Rush, David R. and Siskind, Jeffrey Mark (2012) Confusion of Tagged Perturbations in Forward Automatic Differentiation of Higher-Order Functions. Working Paper. arXiv.

2008

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2008) Nesting forward-mode AD in a functional framework. Higher Order and Symbolic Computation, 21. pp. 361-376. ISSN 1388-3690

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2008) Nesting forward-mode AD in a functional framework. Higher-Order and Symbolic Computation, 21 (4). pp. 361-376. ISSN 1388-3690

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2008) Putting the Automatic Back into AD: Part I, What’s Wrong (CVS: 1.1). Technical Report. ECE Technical Reports (Purdue e-Pubs).

Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2008) Putting the Automatic Back into AD: Part II, Dynamic, Automatic, Nestable, and Fast (CVS: 1.1). Technical Report. ECE Technical Reports (Purdue e-Pubs).

Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2008) Reverse-Mode AD in a Functional Framework: Lambda the Ultimate Backpropagator. ACM Transactions on Programming Languages and Systems, 30 (2). 7.1-7.36. ISSN 0164-0925

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2008) Using Polyvariant Union-Free Flow Analysis to Compile a Higher-Order Functional-Programming Language with a First-Class Derivative Operator to Efficient Fortran-like Code. Technical Report. ECE Technical Reports (Purdue e-Pubs).

Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2008) Using programming language theory to make automatic differentiation sound and efficient. Advances in Automatic Differentiation. ISSN 1439-7358

2007

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2007) First-Class Nonstandard Interpretations by Opening Closures. Proceedings of the 34th annual ACM SIGPLAN-SIGACT symposium on Principles of programming languages. pp. 71-76.

Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2007) Lazy Multivariate Higher-Order Forward-Mode AD. POPL '07: Proceedings of the 34th annual ACM SIGPLAN-SIGACT symposium on Principles of programming languages . pp. 155-160.

2005

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2005) Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD. In: 17th International Workshop, IFL'05 (2005).