Cognitum 2015 Proceedings

César Aguilar and Olga Acosta. Identification of hyponyms, hyperonyms, meronyms, and holonyms in medical texts: A cognitive approach. SLIDES

Fei Fang, Thanh Nguyen, Benjamin Ford, Nicole Sintov, and Milind Tambe. Introduction to green security games (extended abstract).

Zhiye Fei, Daniel Khashabi, Haoruo Peng, and Dan Roth. ILLINOIS-PROFILER: Knowledge schemas at scale. SLIDES

Brendan Juba. Learning abductive reasoning using random examples. SLIDES

Ana-Maria Olteteanu. Towards comparable cognitive creative systems. Two case studies and a general approach based on cognitive processing, knowledge acquisition, and evaluation with human creativity tests. SLIDES

Rafal Rzepka, Kenji Araki, and Marek Krawczyk. Replacing sensors with text occurrences for commonsense knowledge acquisition.

Rafal Rzepka and Kenji Araki. Toward artificial ethical learners that could also teach you how to be a moral man.

Lenhart Schubert, What kinds of knowledge are needed for genuine understanding? VIDEO AUDIO SLIDES

Eduardo Veas and Cecilia di Sciascio. Interactive topic analysis with visual analytics and recommender systems.

Cognitum 2015 Program

Program – Saturday, July 25, 2015

08:00-8:45 Registration

08:45-10:30 Morning session part 1
5 min introduction
30 min paper presentation (including questions): Brendan Juba. Learning abductive reasoning using random examples
30 min paper presentation: Rafal Rzepka, Kenji Araki, and Marek Krawczyk. Replacing sensors with text occurrences for commonsense knowledge acquisition
30 min paper presentation: TBD

10:30-11:00 Coffee break

11:00-12:45 Morning session part 2
5 min introduction
40 min keynote talk: Milind Tambe, Green security games
30 min paper presentation: Eduardo Veas and Cecilia di Sciascio. Interactive topic analysis with visual analytics and recommender systems
30 min paper presentation: Rafal Rzepka and Kenji Araki. Toward artificial ethical learners that could also teach you how to be a moral man

12:45-13:45 Lunch

13:45-15:30 Afternoon session part 1
40 min keynote talk: Lenhart Schubert, What kinds of knowledge are needed for genuine understanding?
30 min paper presentation: César Aguilar and Olga Acosta. Identification of hyponyms, hyperonyms, meronyms,  and holonyms in medical texts

40 min demo session

15:30-16:00 Coffee break

16:00-17:45 Afternoon session part 2
30 min paper presentation: Zhiye Fei, Daniel Khashabi, Haoruo Peng, and Dan Roth. ILLINOIS-PROFILER: Knowledge schemas at scale
30 min paper presentation: Ana-Maria Olteteanu. Towards comparable cognitive creative systems
40 min panel discussion
5 min closing

Cognitum 2015 Call for Papers

IJCAI 2015 Workshop on Cognitive Knowledge Acquisition and Applications (Cognitum 2015)
Call for Papers

The first Workshop on Cognitive Knowledge Acquisition and Applications (Cognitum 2015) will be held at IJCAI 2015 in July 2015 in Buenos Aires, Argentina.

Keynote Talks

Cognitive systems are able to learn and reason in a manner that facilitates their natural and fruitful interaction with humans. Ultimately, this interaction aims to extend and enhance human cognition, not by having cognitive systems operate as subsidiary workers that solve problems for humans, but by having cognitive systems act as expert assistants able to collaborate with humans and provide them with advice in a form compatible with how humans naturally process and understand information.

Knowledge acquisition is central to the design of such cognitive systems. Knowledge should be representable in a form understandable by humans, e.g., as simple arguments represented in high-level symbolic or statistical expressions. At the same time, the process of acquisition itself should exhibit characteristics akin to those of human learning, so that humans can relate to it and be able to interact with it as advice coming from a knowledgeable colleague. Thus, we mean “cognitive” in the workshop’s title to be interpreted as characterizing both the form of “knowledge” and the process of “acquisition”.

Unlike the significant body of work on mining the web for facts or answers to specific questions (e.g., NELL, IBM’s Watson system for Jeopardy!), the workshop’s emphasis is on the acquisition of general inference rules that can be applied by a cognitive system in novel situations to elaborate what has been sensed with plausible and useful inferences. Along with computational efficiency, scalability, autonomy, and formal analysis of the process, key is also the use of naturalistic algorithms. We are more interested in contributions that propose acquisition processes that could potentially err more (when typical humans would also err), but are simple and intuitive, rather than acquisition processes that employ heavy computational machinery to improve performance at the expense of psychological validity.

Since knowledge acquisition cannot proceed independently of other aspects of cognition, such as perception and reasoning / decision making, we also welcome contributions on other aspects of cognition, as long as they are directly tied to knowledge acquisition within a unified framework. We particularly encourage the demonstration of (prototype) cognitive systems that implement the proposed frameworks, and discuss solutions to pragmatic concerns that had to be addressed.

We welcome ongoing and exciting preliminary work. Topics of interest include, but are not limited to:

  • Formal frameworks for acquiring cognitive knowledge.
  • Principled evaluation of acquired cognitive knowledge.
  • Psychologically‐guided design of the acquisition process.
  • Considerations related to scalability and parallelization.
  • Active choice among available learning data / resources.
  • Representation languages for cognitive knowledge.
  • Static versus temporal / causal cognitive knowledge.
  • Interaction of acquisition with perception and reasoning.
  • Alternative acquisition methods (e.g., crowdsourcing).
  • Acquisition from media other than text (e.g., video).
  • Architecture and implementation of cognitive systems.
  • Real‐world applications that utilize cognitive knowledge.

Important Dates

May 15, 2015: Submission deadline
June 1, 2015: Acceptance notification
June 19, 2015: Early registration deadline
June 21, 2015: Final PDF file deadline
July 25, 2015: Cognitum 2015 workshop

Submission

Papers must be formatted according to the IJCAI 2015 style guide
(http://ijcai-15.org/downloads/FormattingGuidelinesIJCAI-15.zip)
and be at most 6 pages long, plus an additional bibliography page.

Submissions (in PDF) are accepted through EasyChair:
https://easychair.org/conferences/?conf=cognitum2015

A number of travel grants (for students and early-stage researchers) to partially subsidize participation in the workshop will be available through a sponsorship from the Artificial Intelligence journal.

Organizers

Loizos Michael, Open University of Cyprus
Erik T. Mueller
Biplav Srivastava, IBM Research
Janusz Marecki, Google DeepMind
Gerald Tesauro, IBM Research

Program Committee

David Buchanan, IBM Watson Group and IBM Research
Peter Clark, Allen Institute for Artificial Intelligence
Paul Compton, University of New South Wales
James Fan
Jonathan Gordon, University of Southern California / Information Sciences Institute
Aditya Kalyanpur, Bridgewater Associates
Pat Langley, Carnegie Mellon University, Institute for the Study of Learning and Expertise
Henry Minsky, Nest Labs / Google
N.S. Narayanaswamy, Indian Institute of Technology Madras
Massimo Poesio, University of Essex
Rosario A. Uceda-Sosa, IBM Research

Sponsored by Artificial Intelligence Journal (AIJ)
Sponsored by Artificial Intelligence Journal