My work investigates the design and analysis of computer
agents that can make good decisions when
they
interact with other people, and with other computer agents, in domains
such as negotiation, game playing, and education.
I am a participant in the Colored Trails
project, a general test bed for investigating human-computer
decision-making.
I graduated Harvard university with a PhD in Computer Science in
2006, and an
M.S. in Computer Science in 2002. I did my undergraduate studies at Bar Ilan University, Ramat Gan,
Israel. My C.V. can be found here.
Here is
a tutorial presentation on graphical
models for
multi-agent decision-making that I presented with Avi Pfeffer at AAMAS
2007 (pdf version).
Publications:
Doctorate Thesis
- Ya'akov Gal Reasoning about
Rationality and Beliefs, Harvard University, June 2006. [pdf]
Multi Agent Systems
- Philip Hendrix, Ya'akov Gal, Avi Pfeffer. Using Hierarchical Bayesian Models to Learn
about Reputation. Symposium
on Social Intelligence and Networking. IEEE Conference on Social
Computing. August 2009, Vancouver, British Columbia.
- Ece Kamar, Ya'akov Gal and Barbara Grosz. Incorporating Helpful Behavior into
Collaborative Planning. Seventh
International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), Budapest, Hungary,
May
2009. [pdf]
- Philip Hendrix, Ya'akov Gal and Avi Pfeffer. Learning Whom to Trust: Using Graphical
Models for Learning about Information Providers. Seventh International Conference on
Autonomous Agents and Multi-Agent Systems, (AAMAS) Budapest,
Hungary, May 2009 (Short Paper). [pdf]
- Ya'akov Gal, Rajesh Kasturirangen, Avi Pfeffer and
Whitman Richards. How
Tacit Knowledge Guides Action. Workshop on Naturally-Inspired Artificial
Intelligence, AAAI 2008 Fall Symposium Series, Arlington,
VA, November 2008. [pdf]
- Ya'akov Gal and Avi Pfeffer Networks
of Influence Diagrams: Reasoning About
Agents' Beliefs and Decision-Making Processes Journal of Artificial
Intelligence 33:109-147, 2008. [pdf]
- Ya'akov Gal and Avi Pfeffer Modeling
Reciprocity in Human Bilateral Negotiation National Conference on Artificial
Intelligence (AAAI),Vancouver, British Columbia, July 2007.
[pdf][presentation]
- Avi Pfeffer and Ya'akov Gal On
Reasoning Processes in Games National
Conference on Artificial
Intelligence (AAAI),Vancouver, British Columbia, July 2007.
[pdf]
- Ya'akov Gal and Avi Pfeffer Predicting
People's Bidding Behavior in Negotiation Fifth International Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS), Hakodate,
Japan, May 2006. [pdf]
- Shavit Talman, Ya'akov Gal, Meirav Hadad and Sarit Kraus Adapting to Agents' Personalities in
Negotiation Fourth International Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS), Utrecht,
the Netherlands, July 2005. [postscript]
[pdf] [presentation]
- Ya'akov Gal, Barbara Grosz, Sarit Kraus, Avi Pfeffer and Stuart
Shieber Colored Trails: a Formalism
for
Investigating Decision-making in Strategic Environments IJCAI 2005 Workshop on Reasoning,
Representation, and Learning in Computer Games [pdf] [poster]
- Ya'akov Gal, Avi Pfeffer, Francesca Marzo, Barbara J. Grosz Learning Social Preferences in Games National Conference on Artificial
Intelligence (AAAI),
San Jose, California, July 2004.
[postscript]
[pdf] [presentation]
- Ya'akov Gal, Avi Pfeffer Reasoning about Rationality and Beliefs
Third International Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS),
New York, July 2004. [postscript]
[pdf] [presentation]
- Ya'akov Gal and Avi Pfeffer A Language for Opponent Modeling
in Repeated Games AAMAS03 Game theoretic workshop [Postscript] [pdf] [presentation]
- Ya'akov Gal and Avi Pfeffer A Language for Modeling Agents'
Decision Making Processes in Games Second International
Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS),
Melbourne Australia, July 2003. (Best Student Paper
award nominee) [Postscript]
[pdf] [presentation]
- Meirav Hadad, Sarit Kraus, Ya'akov Gal and Raz Lin Temporal
Reasoning for a
Collaborative Planning Agent in a Dynamic Environment, Annals
of Mathematics and Artificial Intelligence 37(4): 331-379 (2003) [Postscript
] [gzipped
Postscript]
Cognitive and Learning Sciences
- Ece Kamar, Ya'akov Gal, Barbara Grosz. Modeling User Perception of Interaction
Oppurtunities for Effective Teamwork. Symposium on Social Intelligence and
Networking. IEEE Conference on Social Computing. August
2009, Vancouver, British Columbia. [pdf] [presentation]
- Ya'akov Gal, Sohan D'souza, Philippe Pasquier, Iyad Rahwan and
Sherief Abdallah. The Effects of Goal
Revelation on Computer-Mediated Negotiation. Proceedings of the Annual Meeting of the
Cognitive Science Society (CogSci),
Amsterdam, the Netherlands, July 2009. [pdf]
[presentation]
- Swapna Reddy, Ya'akov Gal and Stuart Shieber. Recognition of
Users' Activities using Constraint Satisfaction. Proceedings of the Seventeenth
international conference on User Modeling, Adaptation and
Personalization. Trento, Italy, June 2009. [pdf]
- Ya'akov Gal, Elif Yamangil, Andee Rubin, Stuart Shieber and
Barbara J. Grosz. Towards
Collaborative Intelligent Tutors: Automated Recognition of Users'
Strategies Proceedings
of the Ninth International Conference on Intelligent Tutoring Systems
(ITS),
Montreal, Quebec, June 2008. [pdf] [presentation]
- Ya'akov Gal, Barbara J. Grosz, Avi Pfeffer and Stuart Shieber
The Influence of Task Contexts on the Decision-making of Humans and
Computers Proceedings
of the Sixth International Interdisciplinary Conference on Modeling and
Using Context (CONTEXT),
Roskilde University, Denmark, August 2007. [pdf] [presentation]
- Francesca Marzo, Ya'akov Gal, Barbara Grosz and Avi
Pfeffer Social Preferences
in Relational Contexts IV
Conference in Collective Intentionality. Siena. Italy, October
2004 [pdf]
Natural language and discourse
modeling
- Marco Carbone, Ya'akov Gal, Stuart Shieber and Barbara Grosz Unifying Annotated Discourse Hierarchies to
create a Gold Standard Special
Interest Group on Discourse and Dialogue (SIGdial), Cambridge, MA, May 2004 [postscript] [pdf]
- Ya'akov Gal An HMM Approach to Vowel Restoration in Hebrew
and Arabic ACL 02 Semitic Language Workshop [Postsctipt ] [pdf]