AAAI 2008 Workshop Reports
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University of Pennsylvania ScholarlyCommons Technical Reports (CIS) Department of Computer & Information Science 5-2009 AAAI 2008 Workshop Reports Mark Dredze University of Pennsylvania, [email protected] Follow this and additional works at: https://repository.upenn.edu/cis_reports Recommended Citation Mark Dredze, "AAAI 2008 Workshop Reports", . May 2009. Sarabjot Singh Anand, Razvan Bunescu, Vitor Carvalho, Jan Chomicki, Vincent Conitzer, Michael T Cox, Virginia Dignum, Zachary Dodds, Mark Dredze, David Furcy, Evgeniy Gabrilovich, Mehmet H Göker, Hans Guesgen, Haym Hirsh, Dietmar Jannach, Ulrich Junker. (2009, April). AAAI 2008 Workshop Reports. AI Magazine, 30(1), 108-118. Copyright AAAI 2009. The copies do not imply AAAI endorsement of a product or a service of the employer, and that the copies are not for sale. Publisher URL: http://proquest.umi.com/ pqdlink?did=1680350011&sid=1&Fmt=2&clientId=3748&RQT=309&VName=PQD This paper is posted at ScholarlyCommons. https://repository.upenn.edu/cis_reports/904 For more information, please contact [email protected]. AAAI 2008 Workshop Reports Abstract AAAI was pleased to present the AAAI-08 Workshop Program, held Sunday and Monday, July 13-14, in Chicago, Illinois, USA. The program included the following 15 workshops: Advancements in POMDP Solvers; AI Education Workshop Colloquium; Coordination, Organizations, Institutions, and Norms in Agent Systems, Enhanced Messaging; Human Implications of Human-Robot Interaction; Intelligent Techniques for Web Personalization and Recommender Systems; Metareasoning: Thinking about Thinking; Multidisciplinary Workshop on Advances in Preference Handling; Search in Artificial Intelligence and Robotics; Spatial and Temporal Reasoning; Trading Agent Design and Analysis; Transfer Learning for Complex Tasks; What Went Wrong and Why: Lessons from AI Research and Applications; and Wikipedia and Artificial Intelligence: An vE olving Synergy. Comments Sarabjot Singh Anand, Razvan Bunescu, Vitor Carvalho, Jan Chomicki, Vincent Conitzer, Michael T Cox, Virginia Dignum, Zachary Dodds, Mark Dredze, David Furcy, Evgeniy Gabrilovich, Mehmet H Göker, Hans Guesgen, Haym Hirsh, Dietmar Jannach, Ulrich Junker. (2009, April). AAAI 2008 Workshop Reports. AI Magazine, 30(1), 108-118. Copyright AAAI 2009. The copies do not imply AAAI endorsement of a product or a service of the employer, and that the copies are not for sale. Publisher URL: http://proquest.umi.com/ pqdlink?did=1680350011&sid=1&Fmt=2&clientId=3748&RQT=309&VName=PQD This technical report is available at ScholarlyCommons: https://repository.upenn.edu/cis_reports/904 Reports AAAI 2008 Workshop Reports Sarabjot Singh Anand, Razvan Bunescu, Vitor Carvalho, Jan Chomicki, Vincent Conitzer, Michael T. Cox, Virginia Dignum, Zachary Dodds, Mark Dredze, David Furcy, Evgeniy Gabrilovich, Mehmet H. Göker, Hans Guesgen, Haym Hirsh, Dietmar Jannach, Ulrich Junker, Wolfgang Ketter, Alfred Kobsa, Sven Koenig, Tessa Lau, Lundy Lewis, Eric Matson, Ted Metzler, Rada Mihalcea, Bamshad Mobasher, Joelle Pineau, Pascal Poupart, Anita Raja, Wheeler Ruml, Norman Sadeh, Guy Shani, Daniel Shapiro, Trey Smith, Matthew E. Taylor, Kiri Wagstaff, William Walsh, and Rong Zhou I AAAI was pleased to present the AAAI-08 Workshop Program, held Sunday and Mon- T day, July 13–14, in Chicago, Illinois, USA. he Workshop on Advancements in POMDP Solvers brought to- The program included the following 15 gether active researchers in the area of solving partially observable workshops: Advancements in POMDP Markov decision processes (POMDPs). Participants discussed various Solvers; AI Education Workshop Colloqui- approaches to solving POMDPs, and discussed as well as potential re- um; Coordination, Organizations, Institu- tions, and Norms in Agent Systems, En- al real-world applications of the model. The AI Education Colloquium hanced Messaging; Human Implications of kicked off AAAI 2008’s AI Forum, a series of events on the teaching Human-Robot Interaction; Intelligent Tech- and learning of AI. The colloquium convened AI practitioners pas- niques for Web Personalization and Recom- sionate about improving both their students’ and their own appreci- mender Systems; Metareasoning: Thinking ation of our field’s compelling ideas. The goal of the workshop was to about Thinking; Multidisciplinary Work- examine and define the current state of the art research in agent sys- shop on Advances in Preference Handling; tems research related to coordination, organizations, institutions, and Search in Artificial Intelligence and Robotics; Spatial and Temporal Reasoning; Trading norming. The Enhanced Messaging workshop brought together re- Agent Design and Analysis; Transfer Learn- searchers from across the AI and computer science spectrum to discuss ing for Complex Tasks; What Went Wrong the state of research on e-mail and information overload. New con- and Why: Lessons from AI Research and Ap- nections between participants are driving forward work in this area plications; and Wikipedia and Artificial In- and building a new research community. The Human Implications of telligence: An Evolving Synergy. Human-Robot Interaction (HRI) workshop concerned aspects of HRI that particularly call for multidisciplinary research and dialogue, rep- resenting AI and robotics as well as disciplines such as psychology, theology, sociology, and philosophy. The Intelligent Techniques for Web Personalization and Recommender Systems workshop was scheduled as a joint event, bringing together researchers and practi- tioners from the fields of web personalization and recommender sys- 108 AI MAGAZINE Copyright © 2008, Association for the Advancement of Artificial Intelligence. All rights reserved. ISSN 0738-4602 Reports tems. It focused on current and emerg- oped 10 years ago were hardly able to traditionally handled when computing ing topics related to web intelligence, handle more than 10 states, while a POMDP policy. Participants agreed particularly its application to recom- modern solvers can handle domains that it is important to better under- mender systems. The goal of the with millions of states. New tech- stand such concerns in order to apply Metareasoning workshop was to ex- niques focus on computing approxi- POMDPs to real-world domains. plore the implications of a proposed mate policies of manageable complex- In the third part of the workshop, re- model for metareasoning by examin- ity, thus allowing us to handle these searchers presented new technical con- ing its aspects, its use as a model of larger and more complicated POMDPs. tributions in POMDP solvers. While self, and its role in single-agent and This advancement was achieved by a point-based methods and finite state multiagent applications. The Ad- few orthogonal approaches—the use of controllers still offer many opportuni- vances in Preference Handling work- point-based techniques, finite-state ties for scaling up and continue to shop highlighted recent progress in controllers, efficient model representa- present many interesting open ques- eliciting and exploiting preferences for tions, model compression techniques, tions, researchers also presented work computational tasks from artificial in- hierarchical decompositions, infer- in other directions. We heard interest- telligence, databases, and operations ence-based techniques, and improved ing ideas pertaining to multiagent sce- research. The Search in Artificial Intel- algorithms for online search. narios, POMDPs with continuous pa- ligence and Robotics workshop The first part of the workshop pro- rameters, and the integration of expert brought together search researchers to vided an overview of a number of knowledge into solutions. The discus- share their ideas and disseminate their these approaches. These tutorials at- sions throughout the meeting indicat- latest research results. It focused on tracted many researchers from nearby ed that POMDP researchers are inter- finding common ground between areas, such as planning, who were in- ested in strengthening the community search techniques used in artificial in- terested in learning about the new de- and its impact on the development of telligence and robotics with great suc- velopments in the field. We began by a autonomous systems. We will hence cess. The Workshop on Spatial and tutorial on point-based value iteration investigate several methods for sup- Temporal Reasoning brought together methods. These methods, which con- porting research in this area, such as related communities of researchers tributed much to the scaling up of offering a community web page, main- with an interest in the study of repre- POMDP solvers, compute a solution taining lists of active researchers, a bib- senting and reasoning about either over a subset of the belief space using liography of relevant papers, tutorials space or time—or both. The Trading the point-based backup operator. Next, and presentations, and links to rele- Agent Design and Analysis workshop we presented a tutorial on solving vant software. Finally, as many re- focused on the design and evaluation POMDPs through an online search searchers showed interest in addition- of trading agents. The Transfer Learn- over the belief space, starting at every al meetings, we decided to hold a sec- ing for Complex Tasks workshop cov- time step from the current belief state. ond workshop next year. This ered a wide range of topics, including The key challenges for online methods workshop will focus on bringing to- regression, classification, reinforce- include using efficient