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This open access book provides an overview of the recent advances in representation learning theory, algorithms and applications for natural language processing (NLP). The conference scope includes machine learning (deep learning, statistical learning, etc), natural language processing, computer vision, data mining, multiagent systems, knowledge representation, human-in-the-loop AI, search, planning, reasoning, robotics and perception, and ethics. 2020 The Program Chairs also reserve the right to reject papers without review if they change their abstracts substantially after bidding has occurred (i.e., between the abstract and final deadlines).

Details about attendance at the conference will be posted to the AAAI web page. Two-phase reviewing: two reviews in Phase 1, another two in Phase 2 for papers that are not rejected in Phase 1. For general inquiries about the AAAI-22 program, please write to aaai22@aaai.org. Final means the numbers that matter are the ones that come with your reviews post rebuttal, not the ones you saw in author response. Once submitted to AAAI-20, authors may not submit the paper elsewhere during AAAI's review period. Each individual author is limited to no more than a combined limit of 10 submissions to the AAAI-22 main track and AISI track, and authors may not be added to papers following submission (see the main AAAI-22 Call for Papers for policies about author changes). News. (3) When neither previous option is appropriate, cite as Anonymous (2019) to indicate that a citation has been suppressed. (2) EAAI solicits papers that discuss contributions related to AI education and use of AI in education. From the scales, we derive a codebook for sexism in social media, which we use to annotate . In this paper, we outline the different dimensions of sexism by grounding them in their implementation in psychological scales. Paper submission deadline: Friday, November 12, 2021 Saturday, November 20, 2021 Decision notification: Monday, December 3, 2021 Camera-ready submission: Monday December 10, 2021 Early registration deadline: Friday, December 17, 2021 Workshop date: TBA (February 28 - March 1, 2022) Paper formatting and submission instructions SEI AI Division Calls for Participation in AAAI Symposium October 2021 Newsletter . Research Impact Score 4.29. . If you experience any technical problems with the CMT site, please contact the AAAI-21 Workflow Chairs at aaai21workflowchairs@aaai.org. Papers in this track will be reviewed according to a different evaluation rubric than papers in the main track.

The track recognizes that high-quality research on social impact domains often leads to papers that differ from traditional AAAI submissions along multiple dimensions. Workshop Paper Due Date: April 26, 2021 May 3, 2021 (extended) Notification of acceptance: May 28, 2021 Camera-ready papers due: June 7, 2021 Workshop date: August 5 or 6, 2021 Update March 27th: We do not set any anonimity period (e.g., submitting to arXiv concurrently is allowed). Each submission can be up to 9 pages including references. While both industry and research communities focus substantial work on AI, the development of new AI technology and implementation of AI systems are two different challenges. The notification dates of NeurIPS-20 and EMNLP-20 do not permit authors of rejected papers to submit by the beginning of AAAIs Phase 1. These are (1) Neuro-Symbolic AI; (2) AI Responses to the COVID-19 Pandemic; and (3) AI for Conference Organization and Delivery. Each individual author is limited to no more than a combined limit of 15 submissions to the AAAI-21 technical track (including papers in focus areas and the AI for Social Impact track) and authors may not be added to papers following submission (see below for policies about author changes). Reviewers will be asked to assess the degree to which the results reported in a paper are reproducible, and this assessment will be weighed when making final decisions about each paper. While artificial intelligence (AI) and human-computer interaction (HCI) represent traditional . Given the volatile situation, however, the exact format of the conference can only be decided at a later stage. Less experienced researchers as determined from their publication records will only be asked to review in Phase 2. Each accepted paper will be allocated 7 pages in the proceedings plus up to 2 additional pages solely for references, acknowledgements, and ethics statement. The conference scope includes machine learning (deep learning, statistical learning, etc), natural language processing, computer vision, data mining, multiagent systems, knowledge representation, human-in-the-loop AI, search, planning, reasoning, robotics . This statement may be written within and as part of the two extra pages designated for references, and will not be counted in the seven pages of technical content. Beyond the usual keywords, the AAAI-21 main track will highlight three focus areas. This book covers the state-of-the-art approaches for the most popular SLU tasks with chapters written by well-known researchers in the respective fields. November 29, 2021: Notification of final acceptance or rejection. The workshop considers two types of submissions: (1) Long Paper: Papers are limited to 7 pages excluding references; (2) Extended Abstract: Papers are limited to 4 pages including references. This focus area will highlight novel approaches for leveraging AI in the organization and delivery of large, electronically mediated conferences like AAAI itself. The two-volume set CCIS 1332 and 1333 constitutes thoroughly refereed contributions presented at the 27th International Conference on Neural Information Processing, ICONIP 2020, held in Bangkok, Thailand, in November 2020.* For ICONIP 2020 Stay tuned for details and call for papers. Conference Call for Papers Topics AAAI-22 welcomes submissions reporting research that advances artificial intelligence, broadly conceived. We will consider that revisions of rejected papers with *final, average* scores of at least 4.9 (NeurIPS-20) or 2.8 (EMNLP-20 long papers) have satisfied the conditions of AAAIs first phase and hence will accept them directly into AAAIs second phase. Based on these expressions of interest and on reviews, papers will be selected to participate in a demonstration session, which will happen in addition to technical talks and posters. AAAI-21 welcomes submissions reporting research that advances artificial intelligence, broadly conceived. Most papers in AAAI-22 will be part of the main track.

This book constitutes the refereed proceedings of the 13th International Conference on Artificial General Intelligence, AGI 2020, held in St. Petersburg, Russia, in September 2020. June 15, 2021 - Track websites along with training or validation datasets released for all tracks here. Authors may want to consider whether their potential AAAI submission is more appropriate for one of these other venues.

All authors are expected to be available to review (light load), unless extenuating circumstances apply. The call for system demonstrations is also available; Information about the style files and formatting; Authors may now wish to view instructions for camera-ready papers; Information about student volunteering and applying to D&I subsidies are here; Overview.

AAAI reserves the right to summarily reject papers for any reason, including because a submission (a) did not accurately disclose any of the information listed above (either by modifying it or by failing to disclose it, in whole or in part); (b) failed to name any of the authors listed as part of the original submission as authors of the AAAI submission (when appropriate, new author names can be added to AAAI submissions); (c) used a previous NeurIPS/EMNLP submission as a placeholder to enable late submission of a materially different AAAI submission. The book largely represents the extended version of select papers from the Inter- tional Conference on Intelligent Unmanned System ICIUS 2007 which was jointly organized by the Center for Unmanned System Studies at Institut Teknologi Authors are encouraged to provide their software and all data needed to reproduce results in the paper as a third form of supplementary material. Blacklists and Redlists in the Chinese Social Credit System . The same reviewing schedule will be followed for all papers. In the end, all decisions will be made based only on the opinions of AAAI reviewers, SPC members and area chairs.

The conference scope includes machine learning (deep learning, statistical learning, etc), natural language processing, computer vision, data mining, multiagent systems, knowledge representation, human-in-the-loop AI, search, planning, reasoning, robotics and perception, and ethics. We allow papers that are concurrently submitted to or currently under review at other conferences or venues. If a datasets size exceeds the available max limit set by CMT, then authors are encouraged to upload a representative subset of their data. The contributions may be theoretical, methodological, algorithmic, empirical, or integrative (connecting ideas and methods across disparate subfields of AI), or critical (e.g., principled analyses and arguments that draw attention to fundamentally wrong choice of goals, assumptions, or approaches).

Papers must be formatted in AAAI two-column, camera-ready style; please refer to the AAAI 2021 Author Kit for details. MODIFICATIONS TO SUBMISSIONS ARE ONLY ALLOWED UNTIL THE PAPER DEADLINE. Submissions due: August 16, 2020. Call for Papers. These reviewers will not be given access to Phase 1 reviews until after submitting their own reviews. Co-Design and Ethical Artificial Intelligence for Health: Myths and Misconceptions. The objective of the conference is to showcase successful applications and novel uses of AI. The full Call for Papers is available at https://www.humancomputation.com. Conference Call for Papers AAAI-MAKE 2021 brings together practitioners and researchers from various companies, research centers, and academia of machine learning and knowledge engineering working together on joint AI that is being explainable and grounded in domain knowledge.

All authors are expected to be available to review (light load), unless extenuating circumstances apply. Final papers found to exceed page limits and or otherwise violating the instructions to authors will not be included in the proceedings. Like previous AAAI conferences it will feature technical paper presentations, invited speakers, workshops, tutorials, poster sessions, senior member presentations, competitions, and exhibit programs, all selected according to the highest standards. Conference Call for Papers Thirty-Fifth AAAI Conference on Artificial Intelligence Vancouver Convention Centre Vancouver, British Columbia, Canada February 2-9, 2021 General Chair: Qiang Yang (Hong Kong University of Science and Technology, Hong Kong) 6 views. February 4-6, 2021. This volume offers cutting-edge insight into the ethical challenges facing the police and the institutions that oversee them. Call for Workshop Papers. After presenting background and terminology, the book covers the main algorithms and theories, including Boosting, Bagging, Random Forest, averaging and voting schemes, the Stacking method, mixture of experts, and diversity measures.

NeurIPS/EMNLP Fast Track: rejected papers with *final, average* scores of at least 4.9 (NeurIPS-20) or 2.8 (EMNLP-20 long papers) may be submitted directly into AAAIs Phase 2 along with previous reviews, paper ID, etc. Two-phase reviewing: two reviews in Phase 1, another two in Phase 2 for papers that are not rejected in Phase 1. Joseph Donia, Jay Shaw. The 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021) invites the submission of long and short papers on . The final set of AAAI-21 keywords is available on the AAAI-21 keywords page. Every paper will be allocated two reviewers.

The Thirty-Third Annual Conference on Innovative Applications of Artificial Intelligence (IAAI-21) is a venue for papers describing highly innovative realizations of AI technology. In this volume, leading authorities offer a variety of perspectives--drawn from philosophy, cognitive psychology, and computer science--on reasoning about the reasoning process. August 25, 2021 - DSTC10 workshop will be held at AAAI-22. Such papers must be submitted electronically and formatted just like papers submitted for full-text publication. AAAI-21 will not consider any paper that, at the time of submission, is under review for or has already been published or accepted for publication in any archival venue such as a journal or a conference. Call for Papers. AI Responses to the COVID-19 PandemicThis focus area will highlight AI solutions in response to the COVID-19 pandemic. This is the official website of the 1st International Workshop on Workshop on Trustworthy Autonomous Systems Engineering (TRASE) 2022, which is co-located with the 32nd Association for the Advancement of Artificial Intelligence (AAAI) 2022.. Advances in AI technology, particularly perception and planning, have enabled . AAAI-21 will be held virtually February 2-9, 2021. Modern interface, high scalability, extensive features and outstanding support are the signatures of Microsoft CMT. The main focus of PlatCon 18 is various PT research issues, but also its coverage can be extended to a wide spectrum of topics related to Computer Science and ICT platforms and their service domains The program committee and senior program committee will engage in a discussion phase, taking author feedback into account, The paper ID of the NeurIPS/EMNLP submission, The authors listed on the NeurIPS/EMNLP submission, The title of the NeurIPS/EMNLP submission, The original PDF submitted to NeurIPS/EMNLP, All NeurIPS/EMNLP reviews, including scores and all text. In some cases, it may require a judgement call to determine whether two concurrent submissions constitute a violation of AAAIs multiple submission policy. However, members of the AAAI program committee will be encouraged to update their own reviews to take into account points made by previous NeurIPS/EMNLP reviewers to the extent they consider appropriate, paying particular attention to points that were not adequately addressed in the author response. November 2-5, 2021: Author feedback window. All papers must be original and not simultaneously submitted to another journal or conference. Call for Participation announced. Authors must confirm at the time of submission that the paper is not under review at another archival conference or journal. All deadlines are 11:59 PM AoE time. Microsoft's Conference Management Toolkit is a hosted academic conference management system. For example, a paper that emphasizes methodological contributions and makes weak connections to a social impact application may stand more chance of acceptance in the main technical track. IMPORTANT: Authors must enter the names of ALL AUTHORS at the time of registration (by abstract deadline) CMT includes a hard-coded note that this is optional, but it is a mandatory step for AAAI-21 authors. More specific details are available on the following pages: Please send queries about author instructions and conference registration to aaai22@aaai.org. The conference is dedicated to all theoretical and algorithmic aspects of machine learning. In addition to typical AI areas, there will be three focus areas within the main track that highlight timely topics. Current AI solutions often undergo limited testing in controlled environments and their performance is difficult to replicate, verify, and validate. In coordination with the NeurIPS-20 and EMNLP-20 program chairs, we have therefore created a process by which such authors can submit revisions of such rejected papers directly into Phase 2. July 22, 2021) EAAI-22 CFP is available The call for participation is posted here and on the AAAI-22 website. This dissertation describes an intelligent, computer-aided instructional (ICAI) program, named GUIDON, with capabilities to carry on a structured case method dialogue, generate teaching material from production rules, construct and verify a Full & Applied Papers Abstract Deadline: 19 May 2021. All authors of AAAI-21 submissions will thus be expected to join the conferences reviewer pool unless prevented by extenuating circumstances.

Two technical tracks (main track; AI for social impact); three focus areas in the main track (Neuro-Symbolic AI; AI Responses to the COVID-19 Pandemic; AI for Conference Organization and Delivery). This is as much the story of Indian advertising as it is about India. Ad veteran Ambi Parameswaran looks at how advertising has evolved, reflecting the country's culture, politics and economy in the last fifty years. Video classification is computationally expensive. Furthermore, many technical problems arise in the organization of AI conferences that can be addressed by AI techniques: e.g., matching thousands of reviewers and papers; detecting conflicts; incentivizing reviewers to invest effort; facilitating conversations among reviewers; recommending paper acceptance or rejection; and scheduling and delivering presentations of accepted papers. Collocated with AAAI-21. WSDM (pronounced "wisdom") is one of the premier conferences on web-inspired research involving search and data mining. Thus, while most papers published at either AAAI or each of the sister conferences would be inappropriate for publication at the others, in some cases work may be appropriate for more than one venue. Submissions should be made in PDF format through CMT. Found inside Page viThe chapters of this book are extensions of abstracts and presentations from the AAAI 2021 Spring Symposium on Leveraging Systems In particular, the call for papers sought contributions on the following: Artificial Intelligence, With the huge recent growth in neural methods and AAAIs deep roots in symbolic approaches, AAAI is uniquely well suited to fostering this conversation. Papers will be peer-reviewed and selected for oral or poster presentations at the workshop. Vasant Honavar (Pennsylvania State University, USA)Matthijs Spaan (Delft University of Technology, Netherlands), Katia Sycara (Carnegie Mellon University, USA), Jennifer Dy (Northeastern University, USA)Timothy Hospedales (University of Edinburgh, UK)Nihar Shah (Carnegie Mellon University, USA)Vivek Srikumar (University of Utah, USA), Sunipa Dev (University of California, Los Angeles, USA)Henry Gouk (University of Edinburgh, UK)Steven Jecmen (Carnegie Mellon University, USA)Zulqarnain Khan (Northeastern University, USA)Maxim Marchal (Delft University of Technology, Netherlands), Odd Erik Gundersen (Norwegian University of Science and Technology, Norway), This site is protected by copyright and trademark laws under US and International law.

This is the eagerly-anticipated revision to one of the seminal books in the field of software architecture which clearly defines and explains the topic. There is no option to submit only an abstract, and every paper must be preceded by an abstract submission. All main track papers will be reviewed according to the same criteria and via the same process. Individuals who are submitting papers (authors) or have received a previous invitation to serve as a reviewer do not need to apply. The authors must manually remove all author and affiliation information from their submission for review, and may replace it with other information, such as paper number and keywords.

), Association for the Advancement of Artificial Intelligence, AAAI-21 Student Technical Volunteer Program, This authors guide for choosing the best keywords, AAAI Publications Ethics and Malpractice Statement. Note: all deadlines are anywhere on earth (UTC-12). WSDM (pronounced "wisdom") is one of the premier conferences on web-inspired research involving search and data mining. HCOMP is the premier venue for disseminating the latest research findings on human computation and crowdsourcing. Submit your finest work at the nexus between trustworthy AI and healthcare to AAAI 2022. AAAI-20 will not consider any paper that, at the time of submission, is under review for or has already been published or accepted for publication in a journal or another conference. EAAI-21 Papers are now available Links to the EAAI-21 papers are now available. A second track of the conference will focus on AI for Social Impact. Call for Participation. Final decisions will be announced on December 1st. Program Co-chairsKevin Leyton-Brown (University of British Columbia, Canada)Mausam (Indian Institute of Technology Delhi, India), General ChairQiang Yang (Hong Kong University of Science and Technology and WeBank, Hongkong), Associate Program Co-chairsYan Liu (University of Southern California, USA)Gabriele Rger (Universitt Basel, Switzerland), Associate Conference Co-chairs for Virtual OperationsWeike Pan (Shenzhen University, China)Lingfei Wu (IBM Research, USA), Workflow Co-chairsDinesh Raghu (IBM Research Delhi, India)Guangneng Hu (Hong Kong University of Science and Technology, Hongkong)Hedayat Zarkoob (University of British Columbia, Canada), Reproducibility ChairOdd Erik Gundersen (Norwegian University of Science and Technology, Norway), This site is protected by copyright and trademark laws under US and International law. Call For Papers Abstract submission deadline: Wednesday, May 19, 2021 01:00 PM PDT Friday, May 21, 2021 01:00 PM PDT Full paper submission and co-author registration deadline: Wednesday, May 26, 2021 01:00 PM PDT Friday, May 28, 2021 01:00 PM PDT Supplementary material submission deadline: Wednesday, June 2, 2021 01:00 PM PDT Friday, June 4, 2021 01:00 PM PDT Found inside Page 65 SciSec 2021, Virtual Event, August 1315, 2021, Revised Selected Papers Wenlian Lu, Kun Sun, Moti Yung, Feng Liu. 14. Kolosnjaji, B., Zarras, A., Webster, G., Eckert, C.: Deep learning for classification of malware system call The 14th ACM International WSDM Conference will take place in Jerusalem, Israel, in early March 2021. Acceptance notification: Dec 3, 2021 Paper submission: Nov 12, 2021 All deadlines are "anywhere on earth" (UTC-12) Submission Authors are invited to submit their unpublished work that represents novel research. titles or abstracts (or none at all) will be deleted. Once they have made a submission to AAAI-21, authors may not submit the same paper to another archival conference or journal until they receive an accept/reject decision from AAAI-21 or they withdraw their submission from AAAI-21. Nevertheless, in cases where such prior work is widely known in the field, its existence may be considered by reviewers in assessing a submissions novelty. It involves presentations of accepted position, full and short papers, side-tutorial events from industry, (panel) discussions, demonstrations, and plenary sessions to foster interaction . Information related to reproducing experimental results described in the submission may be included in the main paper or the Code and Data Appendix, as appropriate. Example topics include, but are not limited to, representation learning over trees, graphs, first-order logic formulas, and other symbolic objects; using intermediate symbolic representations within a neural network; neural network with prior symbolic knowledge, such as constraints, symbolic features; and combining traditional symbolic algorithms along with neural models.

As in past years, AAAI-22 will include a Track on AI for Social Impact (AISI). Call for Participation. The 50 full papers and 10 short papers included in this volume were carefully reviewed and selected from 101 submissions. Additionally, the book contains 3 invited papers.

Minimax Group Fairness: Algorithms and Experiments. Important Dates (Anywhere on Earth) Abstract Submission (optional) Friday: Nov 5, 2021: Paper Submission Deadline: Saturday: Nov 12, 2021 Nov 20, 2021 Notification of Acceptance: Friday: Dec 6, 2021: AAAI-22 Early Registration Deadline: TBD: TBD: Workshop: TBD: TBD: Contact . Oct- Best poster award at Robotics and AI Symposium, Ingenuity Labs, 2021. We invite papers reporting the systems submitted to DSTC10 as well as general technical papers for dialog technologies. December 9, 2021: Submission of paper preprints for inclusion in electronic conference materials. May 27, 2021 - Challenge registration has opened! AAAI submissions are anonymous, and must conform to the instructions (detailed below) for double-blind review. When appropriate, authors are encouraged to include detailed information about each reproducibility criterion as part of their Technical Appendix. Once the deadline has passed, we regret that we will be unable to make individual exceptions or to correspond with authors regarding circumstances that prevented timely submission. Aug 2021: New Paper on Therapeutics Data Commons.

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