[1] 
Andres Erbsen, Jade Philipoom, Jason Gross, Robert Sloan, and Adam Chlipala.
Simple highlevel code for cryptographic arithmetic  with proofs,
without compromises.
In Proceedings of the
40th IEEE Symposium on
Security and Privacy (S&P'19), May 2019.
[ bib 
project () 
.pdf ]
We introduce a new approach for implementing cryptographic arithmetic in short highlevel code with machinechecked proofs of functional correctness. We further demonstrate that simple partial evaluation is sufficient to transform into the fastestknown C code, breaking the decadesold pattern that the only fast implementations are those whose instructionlevel steps were written out by hand. 
[2] 
Jason Gross, Andres Erbsen, and Adam Chlipala.
Reification by parametricity: Fast setup for proof by reflection, in
two lines of Ltac.
In Proceedings of the 9th
International Conference on Interactive Theorem Proving (ITP'18), July
2018.
[ bib 
original conference submission (.pdf) 
artifact () 
artifact (.tar.gz) 
.pdf ]
We present a new strategy for performing reification in Coq. That is, we show how to generate firstclass abstract syntax trees from “native” terms of Coq's logic, suitable as inputs to verified compilers or procedures in the proofbyreflection style. Our new strategy, based on simple generalization of subterms as variables, is straightforward, short, and fast. In its pure form, it is only complete for constants and function applications, but “let” binders, eliminators, lambdas, and quantifiers can be accommodated through lightweight coding conventions or preprocessing. 
[3] 
Andrej Bauer, Jason Gross, Peter LeFanu Lumsdaine, Michael Shulman, Matthieu
Sozeau, and Bas Spitters.
The HoTT library: A formalization of homotopy type theory in Coq.
In Proceedings of the 6th ACM
SIGPLAN Conference on Certified Programs and Proofs, CPP 2017, pages
164172, New York, NY, USA, January 2017. ACM.
[ bib 
DOI 
arXiv 
.pdf ]
We report on the development of the HoTT library, a formalization of homotopy type theory in the Coq proof assistant. It formalizes most of basic homotopy type theory, including univalence, higher inductive types, and significant amounts of synthetic homotopy theory, as well as category theory and modalities. The library has been used as a basis for several independent developments. We discuss the decisions that led to the design of the library, and we comment on the interaction of homotopy type theory with recently introduced features of Coq, such as universe polymorphism and private inductive types. Keywords: Coq, Higher inductive types, Homotopy type theory, Univalent foundations, Universe polymorphism 
[4] 
Jason Gross.
The HoTT/HoTT library in Coq: Designing for speed, July 2016.
Presented at The 5th International
Congress on Mathematical Software (ICMS 2016).
[ bib 
presentation (.pptx, annotated with notes) 
.pdf ]
The HoTT/HoTT library is one of the major Coq libraries exploring univalent foundations and homotopy type theory, the other being UniMath. The library includes formalization of the basic type formers, some axiomatic higher inductive types including the circle, the interval, suspensions, and quotients, a formalization of modalities (reflective subtoposes) using modules as a way to quantify over all universe levels, formalizations of Cantor spaces and the surreals, the basic theory of hlevels, and a significant amount of category theory centered around comma categories and functoriality of various constructions involving comma categories. A significant amount of work has gone into ensuring that the library compiles quickly. This talk will discuss the various constructions in the HoTT library, as well as the design choices and features, both of Coq and of univalent type theory, which allow our library to compile and typecheck quickly. 
[5] 
Jason Gross.
An extensible framework for synthesizing efficient, verified parsers.
Master's thesis, Massachusetts Institute of Technology, September
2015.
[ bib 
.pdf ]
Parsers have a long history in computer science. This thesis proposes a novel approach to synthesizing efficient, verified parsers by refinement, and presents a demonstration of this approach in the Fiat framework by synthesizing a parser for arithmetic expressions. The benefits of this framework may include more flexibility in the parsers that can be described, more control over the lowlevel details when necessary for performance, and automatic or mostly automatic correctness proofs. 
[6] 
Tobias Tebbi and Jason Gross.
A profiler for Ltac, January 2015.
Presented at The
First International Workshop on Coq for PL (CoqPL'15).
[ bib 
.pdf ]
We present a simple profiler for the Ltac tactic language of the Coq Proof Assistent. It measures the time spent in invocations of primitive tactics as well as tactics defined in Ltac and their inner invocations. The profiler is controlled using Vernacular commands and prints an aggregated view that differentiates between tactic invocations depending on their call tree location. 
[7] 
Jason Gross.
Coq bug minimizer, January 2015.
Presented at The
First International Workshop on Coq for PL (CoqPL'15).
[ bib 
reviews 
.pdf ]
Are bugs the bane of your existence? Do you dread Coq upgrades, because they mean you'll have to spend days tracking down subtle failures deep in your developments? Have you ever hit an anomaly that just wouldn't go away, and wished you understood what triggered it? Have you ever been tormented by two blocks of code that looked identical, but behaved differently? Do you wish you submit more helpful error reports, but don't want to put in the time to construct minimal examples? If you answered “yes” to any of these questions, then the Coq Bug Minimizer is for you! Clone your own copy at https://github.com/JasonGross/coqbugfinder. 
[8] 
Ben Delaware, Clément PitClaudel, Jason Gross, and Adam Chlipala.
Fiat: Deductive synthesis of abstract data types in a proof
assistant.
In Proceedings of the 42nd
ACM SIGPLANSIGACT Symposium on Principles of Programming Languages
(POPL'15), January 2015.
[ bib 

project homepage 
artifact (.tar.gz) 
.pdf ]
We present Fiat, a library for the Coq proof assistant supporting refinement of declarative specifications into efficient functional programs with a high degree of automation. Each refinement process leaves a proof trail, checkable by the normal Coq kernel, justifying its soundness. We focus on the synthesis of abstract data types that package methods with private data. We demonstrate the utility of our framework by applying it to the synthesis of query structures  abstract data types with SQLlike query and insert operations. Fiat includes a library for writing specifications of query structures in SQLinspired notation, expressing operations over relations (tables) in terms of mathematical sets. This library includes a set of tactics for automating the refinement of these specifications into efficient, correctbyconstruction OCaml code. Using these tactics, a programmer can generate such an implementation completely automatically by only specifying the equivalent of SQL indexes, data structures capturing useful views of the abstract data. We conclude by speculating on the new programming modularity possibilities enabled by an automated refinement system with provedcorrect rules. 
[9] 
Jason Gross.
Presentation: Input, output, and automation in x86 proved, August
2014.
Presented at Microsoft Research, Cambridge, UK.
[ bib 
.pptx 
.pdf ]
The x86proved project can now verify assembly programs with input and output! The codereasoning throughout the project is now mostly automatic. Although not yet pushbutton verification (specificationlevel reasoning, in particular, leaves a lot to be desired) these tactics make a significant step towards that goal. This presentation will cover: 
[10] 
Jason Gross, Adam Chlipala, and David I. Spivak.
Experience implementing a performant categorytheory library in
Coq.
In Proceedings of the
5th International Conference on
Interactive Theorem Proving (ITP'14), July 2014.
[ bib 
arXiv 
Springer publication 
presentation (.pdf) 
presentation (.pptx, annotated with notes) 
original conference submission (.pdf) 
full bibliography 
reviews 
.pdf ]
We describe our experience implementing a broad categorytheory library in Coq. Category theory and computational performance are not usually mentioned in the same breath, but we have needed substantial engineering effort to teach Coq to cope with large categorical constructions without slowing proof script processing unacceptably. In this paper, we share the lessons we have learned about how to represent very abstract mathematical objects and arguments in Coq and how future proof assistants might be designed to better support such reasoning. One particular encoding trick to which we draw attention allows categorytheoretic arguments involving duality to be internalized in Coq's logic with definitional equality. Ours may be the largest Coq development to date that uses the relatively new Coq version developed by homotopy type theorists, and we reflect on which new features were especially helpful. 
[11] 
Jason Gross.
Presentation proposal for of three neat tricks in Coq 8.5, April
2014.
Presented at the
6th Coq
Workshop.
[ bib 
code (.html) 
code (.v) 
reviews 
.pdf ]
Coq 8.5 has a number of new features. It has more powerful universe polymorphism support. It allows tactics to be run at interpretation to construct other terms. The ability to switch from Gallina to Ltac in arbitrary locations nicely complements the constr: notation permitting the switch from Ltac to Gallina in tactics, and opens up many new possibilities. I propose to present three tricks involving these new features: tactics in terms allows the construction of tactics that recurse under binders; tactics in terms together with typeclasses allows overloading notations based on the type of their arguments; and there is a way to talk about universe levels explicitly, helped along by tactics in terms. 
[12]  Jason Gross. POPL: Minute madness: Category theory in Coq, and program synthesis, January 2014. Presented at the 41st ACM SIGPLANSIGACT Symposium on Principles of Programming Languages (POPL'14). [ bib  .pdf ] 
[13]  Jason Gross. Jason Gross' wishlist for Coq, January 2014. [ bib  .pdf ] 
[14]  Jason Gross. CSAIL student workshop 2013: Computational higher inductive types: Computing with custom equalities, October 2013. Presented at the 2014 MIT CSAIL Student Workshop. [ bib  .pdf ] 
[15]  Jason Gross. POPL: Minute madness: Database management on top of category theory in Coq: Category of relational schemas = category of categories, January 2013. Presented at the 40th ACM SIGPLANSIGACT Symposium on Principles of Programming Languages (POPL'13). [ bib  .pdf ] 
[16]  Jason Gross. Building database management on top of category theory in Coq, January 2013. Presented as a student talk at the 40th ACM SIGPLANSIGACT Symposium on Principles of Programming Languages (POPL'13). [ bib  .pdf ] 
[17] 
Brenden M. Lake, Ruslan Salakhutdinov, Jason Gross, and Joshua B. Tenenbaum.
One shot learning of simple visual concepts.
In Proceedings of the
33rd
Annual Conference of the Cognitive Science Society, 2011.
[ bib 
videos 
.pdf ]
People can learn visual concepts from just one example, but it remains a mystery how this is accomplished. Many authors have proposed that transferred knowledge from more familiar concepts is a route to one shot learning, but what is the form of this abstract knowledge? One hypothesis is that the sharing of parts is core to one shot learning, and we evaluate this idea in the domain of handwritten characters, using a massive new dataset. These simple visual concepts have a rich internal part structure, yet they are particularly tractable for computational models. We introduce a generative model of how characters are composed from strokes, where knowledge from previous characters helps to infer the latent strokes in novel characters. The stroke model outperforms a competing stateoftheart character model on a challenging one shot learning task, and it provides a good fit to human perceptual data. 
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