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https://github.com/thundergolfer/awesome-AI-academia
A curated list of academic AI resources and people. Partly an aspirational list, partly a memory aide.
https://github.com/thundergolfer/awesome-AI-academia
List: awesome-AI-academia
academic artificial-intelligence awesome-list curated list
Last synced: 3 months ago
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A curated list of academic AI resources and people. Partly an aspirational list, partly a memory aide.
- Host: GitHub
- URL: https://github.com/thundergolfer/awesome-AI-academia
- Owner: thundergolfer
- Created: 2016-05-26T13:49:15.000Z (over 8 years ago)
- Default Branch: master
- Last Pushed: 2019-06-03T00:35:58.000Z (over 5 years ago)
- Last Synced: 2024-05-22T13:23:42.751Z (6 months ago)
- Topics: academic, artificial-intelligence, awesome-list, curated, list
- Size: 399 KB
- Stars: 47
- Watchers: 6
- Forks: 8
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- Contributing: contributing-guidlines.md
Awesome Lists containing this project
- awesome-artificial-intelligence - Awesome Artificial Intelligence Academia - A curated list of academic AI resources and people. Partly an aspirational list, partly a memory aide. (Awesome lists for learning AI)
- ultimate-awesome - awesome-AI-academia - A curated list of academic AI resources and people. Partly an aspirational list, partly a memory aide. (Other Lists / PowerShell Lists)
README
# Awesome Artificial Intelligence Academia [](https://github.com/sindresorhus/awesome)
About
=====
A curated resource of everything AI in the academic world. Currently this has a bias towards my own interest in the crossection of AI and Argumentation, though I will soon separate related but distinct content into catergories.
Contributions welcome!
## Contents
1. [People](#people)
2. [Seminal Papers](#papers)
3. [Journals](#journals)
4. [Conferences](#conferences)
5. [Workshops](#workshop-series)
6. [Schools And Education](#schools-and-education)
7. [Other Useful Links](#other-useful-links)
## People
> **Full List In [people-extended](/people-extended.md)**, [source](http://www.sciencemag.org/sites/default/files/documents/Top-50_authors.pdf)
| Researcher | Known For... |
|-------------------------------------|-----------------------------------------------------------------------|
| [Michael I. Jordon](https://www.semanticscholar.org/author/Michael-I-Jordan/1694621) | [Latent Dirichlet (LDA) Allocation](https://pdfs.semanticscholar.org/6045/fc52a09fb54e6ddc3d46d792461bb2247cde.pdf) |
| [Andrew Ng](https://www.semanticscholar.org/author/Andrew-Y-Ng/1701538) | [LDA](https://pdfs.semanticscholar.org/6045/fc52a09fb54e6ddc3d46d792461bb2247cde.pdf), [Spectral Clustering](https://pdfs.semanticscholar.org/e0d2/861a9022667a93a8a0573d44f238f7c3a027.pdf) |
| [Andrew Zisserman](https://www.semanticscholar.org/author/Andrew-Zisserman/1688869) | [CNNs for large-scale image classification](https://arxiv.org/pdf/1409.1556.pdf) |
| [Christopher D. Manning](https://www.semanticscholar.org/author/Christopher-D-Manning/1812612) | Information Retrieval, NLP |
| [Jitendra Malik](https://www.semanticscholar.org/author/Jitendra-Malik/1689212) | [Image segmentation](https://pdfs.semanticscholar.org/d58c/935da27d873e815de1b31245e711d8a6d1d3.pdf) |
| [Geoff Hinton](https://www.semanticscholar.org/author/Geoffrey-E-Hinton/1695689) | [Dropout](https://www.semanticscholar.org/paper/Dropout-a-simple-way-to-prevent-neural-networks-Srivastava-Hinton/6c8b30f63f265c32e26d999aa1fef5286b8308ad) |
| [Scott Shenker](https://www.semanticscholar.org/author/Scott-Shenker/1753148) | [Content-addressable networks](https://pdfs.semanticscholar.org/b3fb/541628ecff78b4acd05e93dc268324f17799.pdf) |
| [Bernhard Schölkopf](https://www.semanticscholar.org/author/Bernhard-Sch%C3%B6lkopf/1707625) | PCA Techniques |
| [Judea Pearl](https://www.semanticscholar.org/author/Judea-Pearl/1735413) | [Causality Models](https://pdfs.semanticscholar.org/6482/4c69c9445d7362fc1939958337e059d085ab.pdf) |
| [Jeffrey Dean](https://www.semanticscholar.org/author/Jeffrey-F-D-Dean/1796515) | Tensorflow |
| [Yoshua Bengio](https://www.semanticscholar.org/author/Yoshua-Bengio/1751762) | [Neural translation](https://pdfs.semanticscholar.org/8d43/4a90b68fd0f2592d6fe7acf67d232123ad67.pdf) |
> **Full List In [people-extended](/people-extended.md)**
## Seminal Papers
Academic papers that strongly influenced the feild of Artificial Intelligence. See [Papers-Extended](/papers-extended.md) for a larger list of important A.I papers.
* [Best Paper Awards In Computer Science](http://jeffhuang.com/best_paper_awards.html) - "Best paper awards from top-tier conferences"
## Journals
| Journal Name | SJR Ranking | ResearchGate Impact Factor |
|-----------------------------------------------------------|-------------------|----------------------------|
| [American Dialectic](http://www.americandialectic.org/) | | |
| [Annals of Mathematics and Artificial Intelligence [Springer]](https://www.researchgate.net/journal/1012-2443_Annals_of_Mathematics_and_Artificial_Intelligence) | 0.891 | |
| [Applied Communication Research, Journal of](http://www.tandfonline.com/action/aboutThisJournal?journalCode=rjac20#.Ub8g6Ot5H-k) | | |
| [Applied Intelligence [Springer]](https://www.researchgate.net/journal/1573-7497_Applied_Intelligence) | 1.474 | |
| [Applied Logic, Journal of](https://www.researchgate.net/journal/1570-8683_Journal_of_Applied_Logic) | | |
| [Applied Non-Classical Logics, Journal of](http://www.tandfonline.com/toc/tncl20/current#.Ub8g_et5H-k) | | |
| [Argumentation](http://link.springer.com/journal/10503) | | |
| [Argumentation & Advocacy; The Journal of the American Forensic Association](http://www.americanforensics.org/AA/aa_info.html) | | |
| [Argument & Computation, Journal of](https://www.researchgate.net/journal/1946-2166_Argument_and_Computation) | | |
| Argumentation in Context, Journal of | | |
| [Artificial Intelligence](https://www.researchgate.net/journal/0004-3702_Artificial_Intelligence) | 3.263 (Rank 10) | |
| [Artificial Intelligence and Law [Springer]](https://www.researchgate.net/journal/1572-8382_Artificial_Intelligence_and_Law) | 0.48 | |
| [Artificial Intelligence and Society [Springer]](https://www.researchgate.net/journal/0951-5666_AI_Society) | 0.179 | |
| [Artificial Intelligence Review [Springer]](https://www.researchgate.net/journal/0269-2821_Artificial_Intelligence_Review) | 1.161 | |
| [Artificial Intelligence Research, Journal of (JAIR)](https://www.researchgate.net/journal/1076-9757_Journal_of_Artificial_Intelligence_Research) | 1.725 | |
| [Artificial Intelligence Tools, International Journal of](https://www.researchgate.net/journal/0218-2130_International_Journal_of_Artificial_Intelligence_Tools) | | |
| Association for Computing Machinery, Journal of | 4.574 (Rank 7) | |
| [Autonomous Agents and Multi-Agent Systems [Springer]](https://www.researchgate.net/journal/1387-2532_Autonomous_Agents_and_Multi-Agent_Systems) | 1.525 | |
| [Automated Reasoning, Journal of](https://www.researchgate.net/journal/0168-7433_Journal_of_Automated_Reasoning) | 1.526 | |
| [Cogency, Journal of Reasoning and Argumentation](http://www.cogency.udp.cl/) | | |
| [Communications of the ACM](https://www.researchgate.net/journal/0001-0782_Communications_of_the_ACM) | | |
| [Computational Intelligence & Neuroscience](https://www.researchgate.net/journal/1687-5265_Computational_Intelligence_and_Neuroscience) | 0.841 | |
| [Computers in Human Behavior](https://www.researchgate.net/journal/0747-5632_Computers_in_Human_Behavior) | | |
| [Distill.Pub](http://distill.pub/) | | |
| E-Learning & Digital Media | | |
| Foundations and Trends in Machine Learning | 9.855 (Rank 1) | |
| [History and Philosophy of Logic](https://www.researchgate.net/journal/0144-5340_History_and_Philosophy_of_Logic) | | |
| [IEEE Intelligent Systems](https://www.researchgate.net/journal/1541-1672_Intelligent_Systems_IEEE) | | |
| [Informal Logic](https://www.researchgate.net/journal/0824-2577_Informal_Logic) | | |
| [Intelligent Systems, International Journal of](https://www.researchgate.net/journal/1098-111X_International_Journal_of_Intelligent_Systems) | | |
| [International Review of Research in Open & Distance Learning](https://www.researchgate.net/journal/1492-3831_International_Review_of_Research_in_Open_and_Distance_Learning) | | |
| [Interacting With Computers](https://www.researchgate.net/journal/0953-5438_Interacting_with_Computers) | | |
| [Kairos: A Journal of Rhetoric, Technology, & Pedagogy](http://english.ttu.edu/kairos/) | | |
| Knowledge Engineering Review | | |
| Knowledge Based Systems | | |
| Law, Probability & Risk | | |
| Logic, Grammar and Rhetoric, Studies in | | |
| Logic and Computation, Journal of | | |
| Logique et Analyse | | |
| Machine Learning Research, Journal of | 2.929 | |
| Nous | | |
| Philosophical Logic, Journal of | | |
| Philosophical Quarterly | | |
| Philosophical Review | | |
| Philosophy & Rhetoric | | |
| Pragmatics, Journal of | | |
| Present Tense: A Journal of Rhetoric in Society | | |
| Rhetoric Review | | |
| Rhetoric Society Quarterly | | |
| Rhetorica, A Journal of the History of Rhetoric | | |
| Semantics & Pragmatics | | |
| Speech, Quarterly Journal of | | |
| Symbolic Logic, Journal of | | |
| Synthese | | |
## Conferences
* [AAAI Conferences:](http://www.aaai.org/Conferences/conferences.php)
* AAAI Conference on Artificial Intelligence
* Innovative Applications of Artificial Intelligence Conference (IAAI)
* Artificial Intelligence for Interaction Digital Entertainment Conference (AIIDE)
* International Conference on Weblogs & Social Media
* [AAMAS - Autonomous Agents & MultiAgent Systems](http://sis.smu.edu.sg/aamas2016)
* [AJCAI - Australasian Joint Conference on Artificial Intelligence](http://ai2013.otago.ac.nz/)
* [BCS-Human Computer Interaction](http://hci2016.bcs.org/)
* [CADE - Conference on Automated Deduction](http://www.cadeinc.org/)
* [CHI (Human Comp Interaction)](http://chi2016.acm.org/wp/)
* [COMMA - Computation Models of Argument](http://www.comma-conf.org/)
* [CSCW - Computer Supported Cooperative Work and Social Computing](https://cscw.acm.org/2017/)
* [ECAI - European Conference on AI](http://www.ecai2016.org/)
* [GROUP - ACM Conference on Supporting Groupwork](http://oldwww.acm.org/conferences/group/conferences/group16/)
* [ICAIL - International Conference on AI and Law](http://sites.sandiego.edu/icail/)
* [ICML - International Conference on Machine Learning](https://2017.icml.cc/)
* [ICLR - International Conference on Learning Representations](http://www.iclr.cc/doku.php?id=ICLR2017:main&redirect=1)
* [IJCAI - International Joint Conference on Artificial Intelligence](http://ijcai.org/)
* [IJCAR - International Joint Conference on Automated Reasoning](http://www.ijcar-2016.info/)
* [ISSA - Information Systems Security Association](https://www.issa.org/?issaconf_home)
* [JELIA - Joint European Conference on Logics in Aritificial Intelligence](http://www.jelia.eu/)
* [JURIX - International Conference on Legal Knowledge and Information Systems](http://jurix.nl/)
* [LPAR - Logic for Programming, Artificial Intelligence and Reasoning](http://www.lpar.net/)
* [MICAI - Mexican International Conference on Artificial Intelligence](http://www.micai.org/)
* [NIPS - Neural Information Processing Systems](https://nips.cc/)
* [OSSA - Ontario Society for the Study of Argumentation](http://scholar.uwindsor.ca/ossaarchive/)
* [PERSUASIVE - International Conference on Persuasive Technology](http://persuasive2016.org/)
* [PRIMA - International Conference on Principles and Practice of Multi-Agent Systems](http://prima2016.di.unito.it/)
* [UbiComp - UbiComp, the ACM International Joint Conference on Pervasive and Ubiquitous Computing](http://ubicomp.org/ubicomp2016/)
* [UMAP - User Modeling, Adaptation and Personalization](http://www.um.org/umap2016/)
## Workshop Series
* [ArgMAS - Argumentation in MultiAgent Systems](http://www.mit.edu/~irahwan/argmas/)
* [CLIMA - Computational Logic in MultiAgent Systems](http://www-sop.inria.fr/members/Serena.Villata/climaXV.html)
* [CMNA - Computational Models of Natural Argument](http://cmna.info/CMNA16/)
* [TAFA - Theory and Applications of Formal Argument](http://homepages.abdn.ac.uk/n.oren/pages/TAFA-15/)
* [WoLLIC - Workshop on Language, Logic, Information and Computation](http://wollic.org/wollic2016/)
## Schools And Education
* [Best Universities/Colleges for Computer Science and Info. Systems](https://www.theguardian.com/higher-education-network/2016/mar/22/qs-world-university-rankings-2016-computer-science-and-information-systems)
* [US.News GradRank Best US Colleges for Artificial Intelligence](http://grad-schools.usnews.rankingsandreviews.com/best-graduate-schools/top-science-schools/artificial-intelligence-rankings)
* [Quora - What is the best school for a PHD in AI?](https://www.quora.com/What-are-the-best-ten-schools-for-a-PhD-in-Artificial-Intelligence-and-Machine-Learning)
## Open-Source Research Utilities
* [karpathy/arxiv-sanity-preserver](https://github.com/karpathy/arxiv-sanity-preserver)
* [thundergolfer/arXie-bot](https://github.com/thundergolfer/arXie-Bot) [Contributors Needed]
* [scirate/scirate](https://github.com/scirate/scirate)
## Other Useful Links
* [How to Read an Computer Science research paper](http://www2.cs.uregina.ca/~pwlfong/CS499/reading-paper.pdf)
* [How to *write* a research paper - Stanford](http://cs.stanford.edu/people/widom/paper-writing.html)
### License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Thundergolfer](http://jonathonbelotti.com) has waived all copyright and related or neighboring rights to this work.
### Credits
Credit to [Simon Wells](https://github.com/siwells) for part of this list.