Flux: Elegant machine learning with Julia M Innes Journal of Open Source Software 3 (25), 602, 2018 | 393 | 2018 |
Fashionable Modelling with Flux M Innes, E Saba, K Fischer, D Gandhi, MC Rudilosso, NM Joy, T Karmali, ... arXiv preprint arXiv:1811.01457, 2018 | 245 | 2018 |
A differentiable programming system to bridge machine learning and scientific computing M Innes, A Edelman, K Fischer, C Rackauckas, E Saba, VB Shah, ... arXiv preprint arXiv:1907.07587, 2019 | 222 | 2019 |
Don't Unroll Adjoint: Differentiating SSA-form Programs M Innes arXiv preprint arXiv:1810.07951, 2018 | 222 | 2018 |
Diffeqflux. jl-A julia library for neural differential equations C Rackauckas, M Innes, Y Ma, J Bettencourt, L White, V Dixit arXiv preprint arXiv:1902.02376, 2019 | 165 | 2019 |
A comparison of automatic differentiation and continuous sensitivity analysis for derivatives of differential equation solutions Y Ma, V Dixit, MJ Innes, X Guo, C Rackauckas 2021 IEEE High Performance Extreme Computing Conference (HPEC), 1-9, 2021 | 156 | 2021 |
Generalized physics-informed learning through language-wide differentiable programming C Rackauckas, A Edelman, K Fischer, M Innes, E Saba, VB Shah, ... | 38 | 2021 |
On machine learning and programming languages M Innes, S Karpinski, V Shah, D Barber, P Saito Stenetorp, T Besard, ... Association for Computing Machinery (ACM), 2018 | 25 | 2018 |
Interoperating deep learning models with onnx. jl A Shridhar, P Tomson, M Innes Proceedings of the JuliaCon Conferences 1 (1), 59, 2020 | 13 | 2020 |
Sense & sensitivities: The path to general-purpose algorithmic differentiation M Innes Proceedings of Machine Learning and Systems 2, 58-69, 2020 | 10* | 2020 |
WordTokenizers. jl: Basic tools for tokenizing natural language in Julia A Kaushal, L White, M Innes, R Kumar Journal of Open Source Software 5 (46), 1956, 2020 | 8 | 2020 |
Cassette.jl J Revels, V Churavy, T Besard, L White, T Koolen, MJ Innes, N Daly Robin Deits, Morten Piibeleht, Moritz Schauer, Kristoffer Carlsson, Keno …, 2020 | 3* | 2020 |
Julia e Flux: Modernizando o Aprendizado de Máquina D Gandhi, M Innes, E Saba, K Fischer, V Shah Computação Brasil, 41-45, 2019 | 3 | 2019 |
Julia: A Fresh Approach to GPU Computing T Besard, M Innes GPU Technology Conference (GTC)(San Jose, CA, United States, 2018 | 2 | 2018 |
Zygote: 21st Century AD in Julia M Innes | 2 | 2018 |
Metalhead.jl: Computer vision models for Flux M Innes | 2* | 2018 |
Functional or imperative? On pleasant semantics for differentiable programming languages M Innes arXiv preprint arXiv:2206.11192, 2022 | | 2022 |
Differentiation of High-Level Language Semantics M Innes Program Transformations for ML Workshop at NeurIPS 2019, 0 | | |