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Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI-14) Twenty-Sixth Conference on Innovative Applications of Artificial Intelligence (IAAI-14) Fih Symposium on Educational Advances in Artificial Intelligence (EAAI-14) July 27 – 31, 2014 Québec Convention Centre Québec City, Québec, Canada Sponsored by the Association for the Advancement of Artificial Intelligence Cosponsored by the AI Journal, National Science Foundation, Microso Research, Google, Amazon, Disney Research, IBM Research, Nuance Communications, Inc., USC/Information Sciences Institute, Yahoo Labs!, and David E. Smith In cooperation with the Cognitive Science Society and ACM/SIGAI Conference Program Contents AAAI-14 Conference Committee AI Video Competition / 7 AAAI acknowledges and thanks the following individuals for their generous contributions of time and Awards / 3–4 energy to the successful creation and planning of the AAAI-14, IAAI-14, and EAAI-14 Conferences. Computer Poker Competition / 7 Committee Chair Conference at a Glance / 5 CRA-W / CDC Events / 4 Subbarao Kambhampati (Arizona State University, USA) Doctoral Consortium / 6 AAAI-14 Program Cochairs EAAI-14 Program / 6 Carla E. Brodley (Northeastern University, USA) Exhibition /24 Peter Stone (University of Texas at Austin, USA) Fun & Games Night / 4 IAAI Chair and Cochair General Information / 25 David Stracuzzi (Sandia National Laboratories, USA) IAAI-14 Program / 11–19 David Gunning (PARC, USA) Invited Presentations / 3, 8–9 EAAI-14 Symposium Chair and Cochair Posters / 4, 23 Registration / 9 Laura Brown (Michigan Technological University, USA) Todd Neller (Gettysburg College, USA) Robotics / 7 Senior Member Program / 9 Tutorial Forum Cochairs Social Events / 4 Emma Brunskill (Carnegie Mellon University, USA) Special Meetings / 7 Kevin Leyton-Brown (University of British Columbia, Canada) Speed Dating / 4 Workshop Cochairs Student Programs / 6 Eric Eaton (University of Pennsylvania, USA) Technical Program / 10–21 Weng-Keen Wong (oregon State University, USA) What’s Hot Talks / 9 Senior Member Track Cochairs Tutorial Forum / 22 Pascal Van Hentenryck (NICTA, Australia) Workshop Program / 22 Luc De Raedt (Katholieke Universiteit Leuven, Belgium) Amy Greenwald (Brown University, USA) What's Hot Chairs Robert Holte (University of Alberta, Canada) Joelle Pineaeu (McGill University, Canada) Doctoral Consortium Cochairs Ayanna Howard (Georgia Institute of Technology, USA) Sponsoring Matthew E. Taylor (Washington State University) Organizations Student Abstract and Poster Program Cochairs AAAI gratefully acknowledges Kristian Kersting (University of Bonn, Germany) the generous contributions Scott Sanner (NICTA/Australian National University, Australia) of the following organizations and Sriraam Natarajan (Indiana University, USA) individuals to AAAI-14: Computer Poker Competition Cochairs Neil Burch (University of Alberta, Canada) Platinum Sponsor Kevin Waugh (Carnegie Mellon University, USA) AI Journal General Game Playing Competition Gold Sponsors Michael Genesereth (Stanford University, USA) Bertrand Decoster (Stanford University, USA) National Science Foundation CRA Committee on the Status of Women in Robotics Chair Computing Research / Coalition George Konidaris (Massachusetts Institute of Technology, USA) to Diversify Computing Gregory Dudek (McGill University, Canada) Brian Scassellati, CogSci Cochair (Yale University) Silver Sponsor AI Video Competition Cochairs Microso Research Mauro Birattari (Université Libre de Bruxelles, Belgium) Sabine Hauert (University of Bristol, UK) Bronze Sponsors Fundraising Chairs Google, Inc. Alan Fern (oregon State University, USA) Amazon Vibhav Gogate (e University of Texas at Dallas, USA) Disney Research Entertainment Chair IBM Research Michael Littman (Brown University, USA) Nuance Communications, Inc. Speed Dating Chair and Cochair USC/Information Sciences Institute Toby Walsh (NICTA and UNSW, Australia) Yahoo Labs! Claude-Guy Quimper (Laval University, Canada) General Sponsors CRA-W/CDC Broadening Participation in AI Organizers ACM/SIGAI Maria Gini (University of Minnesota, USA) Monica Anderson (University of Alabama, USA) David E. Smith Andrea Danyluk (Williams College, USA) Videolectures.net Adele Howe (Colorado State University, USA) 2 CoNTENTS, SPoNSoRS, AND CoNFERENCE CoMMITTEE Awards AAAI Presidential Address: AAAI-14 Awards AI and AAAI: Fascinating Research e AAAI-14 Awards will be presented in Hall 200 and Engaged Community A on July 29, from 8:30 – 9:00 AM by program cochairs Carla Brodley and Peter Stone. Manuela Veloso (Carnegie Mellon University) AAAI-14 Outstanding Paper Award Introduction by Henry Kautz is year, AAAI's Program Cochairs have selected Wednesday, July 30, 1:00 PM – 2:00 PM Hall 200A five finalists for the AAAI-14 outstanding Paper AI research and development are currently in great demand. As we experience an enormous increase Award, which honors papers that exemplify high in a wide variety of cyber-physical-social systems and the goals to make them increasingly intelligent, standards in technical contribution and exposition. AI is needed in all its multiple and varied technical facets. e talk will make the case for the need of Candidate papers for the AAAI-14 awards were se- an increased integration of our worldwide research, development, and organizational efforts and ini- lected based on overall ratings and nominations by tiatives. Highlights of the past, of the recent present, and proposed directions for the future of AAAI members of the AAAI-14 Program Committee. e will be presented. e talk will include and acknowledge input from the AAAI office, members, and winner of the award will be selected by a panel of se- current and past leadership. nior program committee members and chairs based on oral and poster presentations at the conference Manuela Veloso is the Herbert Simon University Professor at Carnegie Mellon Uni- in Québec City, as well as final papers that appear in versity. She researches in artificial intelligence and robotics, in particular on agents this proceedings. Papers will be judged on scientific that collaborate, observe, reason, act, and learn (CoRAL group). She is a Fellow of quality of the research, especially as it can be appre- AAAI, IEEE, and AAAS. Veloso cofounded RoboCup, a worldwide initiative inves- ciated by a broad AAAI audience. tigating teams of autonomous robots in highly uncertain environments. With her e finalists for the AAAI-14 outstanding Paper students, realizing that autonomous robots inevitably have limitations in percep- Award are: tion, cognition, and action, Veloso introduced symbiotic autonomous robots that can proactively ask for help from humans, other AI agents, and the web. Her symbiotic CoBot robots have serviced and Recovering from Selection Bias in Causal and Statisti- cal Inference traversed more 500 kilometers at CMU. Elias Bareinboim, Jin Tian, Judea Pearl Placement of Loading Stations for Electric Vehicles: Robert S. Engelmore Memorial AAAI Honors and Special Awards No Detours Necessary! Stefan Funke, André Nusser, Sabine Storandt Award and Lecture AAAI Honors and Special Awards will be presented by Henry Kautz, Awards Committee chair and Manifold Learning for Jointly Modeling Topic and Vi- e Robert S. Engelmore Award is sponsored by sualization IAAI-14 and AI Magazine, and will be presented by AAAI Past President, Manuela Veloso, AAAI presi- Tuan M. V. Le, Hady W. Lauw David Stracuzzi and David Gunning, IAAI-14 chair dent, and omas Dietterich, AAAI president-elect. and cochair, and David B. Leake, editor-in-chief, AI Tractability through Exchangeability: A New Perspec- 2014 AAAI Fellows Recognition Magazine. e award and lecture was established in tive on Efficient Probabilistic Inference Each year, the Association for the Advancement of 2003 to honor Dr. Engelmore's extraordinary ser- Mathias Niepert, Guy Van den Broeck Artificial Intelligence recognizes a small number of vice to AAAI, AI Magazine, and the AI applications members who have made significant sustained con- Generalized Label Reduction for Merge-and-Shrink community, and his contributions to applied AI. tributions to the field of artificial intelligence, and Heuristics e 2014 award will be presented to Craig Knoblock Silvan Sievers, Martin Wehrle, Malte Helmert who have attained unusual distinction in the profes- (University of Southern California) for seminal con- sion. AAAI is pleased to announce the nine newly tributions to machine learning and information in- Outstanding Program Committee Members elected Fellows for 2014, who will be honored dur- tegration, high-impact deployed applications and Each year, AAAI recognizes several outstanding ing the annual Fellows dinner on Monday, July 28: open-source projects, and extensive service to AAAI program committee and senior program committee and international AI. e lecture will be held Tues- Carla E. Brodley (Northeastern University, USA) members. ese individuals have gone above and Jonathan Gratch (USC Institute for Creative Technolo- day, July 29, 9:00 AM, in Hall 200A on the 2nd level beyond the expectations for the role, showing ex- gies, USA) of the Québec Convention Centre. (See lecture desc- ceptional judgment, clarity, knowledgeability, and Michael N. Huhns (University of South Carolina, USA) cription on page 9.) leadership in reaching a consensus decision. Kevin Knight (Information Sciences Institute, Univer- sity of Southern California, USA) Outstanding Senior Program Committee Members IJCAI-JAIR Best Paper Award James C. Lester (North Carolina
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