xref: /aosp_15_r20/external/tensorflow/CITATION.cff (revision b6fb3261f9314811a0f4371741dbb8839866f948)
1cff-version: 1.2.0
2message: "If you use TensorFlow in your research, please cite it using these metadata. Software is available from tensorflow.org."
3title: TensorFlow, Large-scale machine learning on heterogeneous systems
4abstract: TensorFlow is a machine learning system that operates at large scale and in heterogeneous environments. TensorFlow uses dataflow graphs to represent computation, shared state, and the operations that mutate that state. It maps the nodes of a dataflow graph across many machines in a cluster, and within a machine across multiple computational devices, including multicore CPUs, general purpose GPUs, and custom-designed ASICs known as Tensor Processing Units (TPUs). This architecture gives flexibility to the application developer, whereas in previous “parameter server” designs the management of shared state is built into the system, TensorFlow enables developers to experiment with novel optimizations and training algorithms. TensorFlow supports a variety of applications, with a focus on training and inference on deep neural networks. Several Google services use TensorFlow in production, we have released it as an open-source project, and it has become widely used for machine learning research. In this paper, we describe the TensorFlow dataflow model and demonstrate the compelling performance that TensorFlow achieves for several real-world applications.
5authors:
6  - family-names: Abadi
7    given-names: Martín
8  - family-names: Agarwal
9    given-names: Ashish
10  - family-names: Barham
11    given-names: Paul
12  - family-names: Brevdo
13    given-names: Eugene
14  - family-names: Chen
15    given-names: Zhifeng
16  - family-names: Citro
17    given-names: Craig
18  - family-names: Corrado
19    given-names: Greg S.
20  - family-names: Davis
21    given-names: Andy
22  - family-names: Dean
23    given-names: Jeffrey
24  - family-names: Devin
25    given-names: Matthieu
26  - family-names: Ghemawat
27    given-names: Sanjay
28  - family-names: Goodfellow
29    given-names: Ian
30  - family-names: Harp
31    given-names: Andrew
32  - family-names: Irving
33    given-names: Geoffrey
34  - family-names: Isard
35    given-names: Michael
36  - family-names: Jozefowicz
37    given-names: Rafal
38  - family-names: Jia
39    given-names: Yangqing
40  - family-names: Kaiser
41    given-names: Lukasz
42  - family-names: Kudlur
43    given-names: Manjunath
44  - family-names: Levenberg
45    given-names: Josh
46  - family-names: Mané
47    given-names: Dan
48  - family-names: Schuster
49    given-names: Mike
50  - family-names: Monga
51    given-names: Rajat
52  - family-names: Moore
53    given-names: Sherry
54  - family-names: Murray
55    given-names: Derek
56  - family-names: Olah
57    given-names: Chris
58  - family-names: Shlens
59    given-names: Jonathon
60  - family-names: Steiner
61    given-names: Benoit
62  - family-names: Sutskever
63    given-names: Ilya
64  - family-names: Talwar
65    given-names: Kunal
66  - family-names: Tucker
67    given-names: Paul
68  - family-names: Vanhoucke
69    given-names: Vincent
70  - family-names: Vasudevan
71    given-names: Vijay
72  - family-names: Viégas
73    given-names: Fernanda
74  - family-names: Vinyals
75    given-names: Oriol
76  - family-names: Warden
77    given-names: Pete
78  - family-names: Wattenberg
79    given-names: Martin
80  - family-names: Wicke
81    given-names: Martin
82  - family-names: Yu
83    given-names: Yuan
84  - family-names: Zheng
85    given-names: Xiaoqiang
86identifiers:
87  - type: doi
88    value: 10.5281/zenodo.4724125
89    description: The concept DOI for the collection containing all versions of the Citation File Format.
90date-released: "2015-11-09"
91license: "Apache-2.0"
92doi: 10.5281/zenodo.4724125
93
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