Jihwan Jeong,
Yinlam Chow,
Guy Tennenholtz,
Chih-wei Hsu,
Aza Tulepbergenov,
Mohammad Ghavamzadeh
and
Craig Boutilier.
First Conference on Language Modeling (COLM-24), 37pp., Philadephia (2024).
Christina Göpfert,
Alex Haig,
Chih-Wei Hsu,
Yinlam Chow,
Ivan Vendrov,
Tyler Lu,
Deepak Ramachandran,
Hubert Pham,
Mohammad Ghavamzadeh and
Craig Boutilier.
ACM Transactions on Recommender Systems,
2(4), pp.1-37 (2024).
Deborah Cohen and
Moonkyung Ryu,
Yinlam Chow,
Orgad Keller and
Ido Greenberg and
Avinatan Hassidim and
Michael Fink and
Yossi Matias and
Idan Szpektor and
Craig Boutilier
and
Gal Elidan.
arXiv:2208.02294 (2022).
Christina Göpfert,
Yinlam Chow,
Chih-Wei Hsu,
Ivan Vendrov,
Tyler Lu,
Deepak Ramachandran and
Craig Boutilier.
Proceedings of WWW '22: The Web Conference 2022,
pp.2411-2421, Lyon, France (2022).
Michael L. Littman, Ifeoma Ajunwa, Guy Berger, Craig Boutilier, Morgan Currie, Finale Doshi-Velez, Gillian
Hadfield, Michael C. Horowitz, Charles Isbell, Hiroaki Kitano, Karen Levy, Terah Lyons, Melanie Mitchell, Julie
Shah, Steven Sloman, Shannon Vallor, and Toby Walsh.
Stanford University, Stanford, CA, September 2021.
The extensive 82-page report of the Second AI100 Study Panel: AI100 (The One Hundred Year Study on Artificial Intelligence) is a long-term investigation of the field of Artificial Intelligence (AI) and its influences on people, their communities, and society. It provides a report on the state of artificial intelligence and its influences on society every five years.
Martin Mladenov,
Chih-wei Hsu,
Vihan Jain,
Eugene Ie,
Christopher Colby,
Nicolas Mayoraz,
Hubert Pham,
Dustin Tran,
Ivan Vendrov and
Craig Boutilier.
arXiv preprint: arXiv:2103.08057 (2021).
(b) See also
the GitHub RecSim NG Repo
for scalable, distributed, modular framework for specifying, learning from data, and executing complex recommender ecosystem environments suitable for developing and benchmarking various algorithms (RL, exploration/bandits, multiagent, fairness, etc.).
Ruohan Zhan,
Konstantina Christakopoulou,
Elaine Le,
Jayden Ooi,
Martin Mladenov,
Alex Beutel,
Craig Boutilier,
Ed H. Chi and
Minmin Chen.
Proceedings of WWW '21: The Web Conference 2021,
pp.3872-3883, Ljubljana, Slovenia (2021).
Paolo Viappiani and
Craig Boutilier.
Artificial Intelligence, Article 103328, 62pp. (2020).
Some of the material in this article appeared at NIPS10 and RecSys09 (see below).
Tyler Lu and
Craig Boutilier.
Artificial Intelligence 279, Article 103203, 32pp. (2020).
Some of the material in this article appeared at IJCAI-11 and IJCAI-13 (see below).
See also
the GitHub RecSim Repo
for specifying and executing recommender systems environments suitable for developing and benchmarking RL, bandit, and other interactive approaches for recommendation.
Amirali Salehi-Abari,
Craig Boutilier and
Kate Larson Artificial Intelligence 275, pp.174--203 (2019).
An earlier, shorter version
of this article appeared at AAMAS-14 (see below).
Craig Boutilier.
In Comparative Decision Making: Analysis
and Support Across Disciplines and Applications, P. H. Crowley and
T. R. Zentall, eds., Oxford University Press, pp.423-453 (2013).
An overview of regret-based optimization and preference elicitation for
a broad, multi-disciplinary audience.
See here
for an expanded version of the paper including proofs. Note:
An earlier, extended abstract "A Decision-Theoretic Model of Rank
Aggregation" appeared at the
NIPS 2009 Advances in Ranking Workshop, Whistler, BC (2009).
Jesse Hoey,
Pascal Poupart,
Tammy Craig,
Axel von Bertoldi,
Craig Boutilier
and Alex Mihailadis,
Computer Vision and Image Understanding, 114(5), pp.503--519 (2010).
Georgios Chalkiadakis,Evangelos Markakis
and Craig Boutilier.
Proceedings of the Sixth International Joint Conference on
Autonomous Agents and Multiagent Systems (AAMAS-07),
pp.400-407, Honolulu (2007).
You can view the abstract
or you can retrieve the paper.
Scott Sanner
and Craig Boutilier.
Proceedings of the Twenty-second Conference on Uncertainty in
Artificial Intelligence (UAI-06), Boston (2006).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier.
Decision Analysis 2(4):229-231 (2005).
This is a short commentary on the impact of Howard and Matheson's seminal
1984 paper "Influence Diagrams".
Darius Braziunas
and Craig Boutilier.
Proceedings of the Twenty-first Conference on Uncertainty in
Artificial Intelligence (UAI-05), pp.42--49, Edinburgh (2005).
Winner, Best Paper Award. You can view the abstract
or you can retrieve the paper.
Scott Sanner
and Craig Boutilier.
Proceedings of the Twenty-first Conference on Uncertainty in
Artificial Intelligence (UAI-05), pp.509--517, Edinburgh (2005).
You can view the abstract
or you can retrieve the paper.
Tuomas Sandholm and
Craig Boutilier.
Chapter 10 of Combinatorial Auctions, Cramton,
Shoham, and Steinberg, eds., MIT Press (2006).
You can
retrieve the paper.
Nathanael Hyafil
and Craig Boutilier.
Proceedings of the Twentieth Annual Conference on Uncertainty in
Artificial Intelligence (UAI-04), pp.268--277, Banff, AB (2004).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier,
Tuomas Sandholm, and
Rob Shields.
Proceedings of the Nineteenth National Conference on
Artificial Intelligence (AAAI-2004), pp.204--211, San Jose (2004).
You can view the abstract
or you can retrieve the paper.
Darius Braziunas
and Craig Boutilier.
Proceedings of the Nineteenth National Conference on
Artificial Intelligence (AAAI-2004), pp.690--696, San Jose (2004).
You can view the abstract
or you can retrieve the paper.
Georgios Chalkiadakis and Craig Boutilier.
Proceedings of the Third International Joint Conference on
Autonomous Agents and Multiagent Systems (AAMAS-04),
New York, NY, pp.1090--1097 (2004).
Honorable Mention, Best Student Paper. You can view the abstract
or you can retrieve the paper.
Craig Boutilier.
Proceedings of the Eighteenth
International Joint Conference on Artificial Intelligence (IJCAI-03),
Acapulco, pp.285--290 (2003).
You can view the abstract
or you can retrieve the paper.
Tianhan Wang and Craig Boutilier.
Proceedings of the Eighteenth
International Joint Conference on Artificial Intelligence (IJCAI-03),
Acapulco, pp.309--316 (2003).
You can view the abstract
or you can retrieve the paper.
Bob Price and Craig Boutilier.
Proceedings of the Eighteenth
International Joint Conference on Artificial Intelligence (IJCAI-03),
Acapulco, pp.712--717 (2003).
You can view the abstract
or you can retrieve the paper.
Georgios Chalkiadakis and Craig Boutilier.
Proceedings of the Second International Joint Conference on
Autonomous Agents and Multiagent Systems (AAMAS-03),
pp.709--716, Melbourne (2003).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier Proceedings of the Eighteenth National
Conference on Artificial Intelligence (AAAI-2002),
Edmonton, AB, pp.239--246 (2002).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier Proceedings of the Eighteenth National
Conference on Artificial Intelligence (AAAI-2002),
Edmonton, AB, pp.359--366 (2002).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier
and
Holger H. Hoos Proceedings of the Seventeenth
International Joint Conference on Artificial Intelligence (IJCAI-01),
Seattle, pp.1211--1217 (2001).
You can view the abstract
or you
can retrieve the paper.
Craig Boutilier,
Ray Reiter
and
Bob Price Proceedings of the Seventeenth
International Joint Conference on Artificial Intelligence (IJCAI-01),
Seattle, pp.690--697 (2001).
You can view the abstract
or you can retrieve the paper.
Pascal Poupart
and
Craig Boutilier,
Proceedings of the Seventeenth Annual Conference on Uncertainty in
Artificial Intelligence (UAI-01), Seattle, pp.445--452 (2001).
You can view the abstract
or you can retrieve the paper.
Bob Price
and
Craig Boutilier Proceedings 14th Biennial Conference of the Canadian Society for
Computational Studies of Intelligence (AI 2001), Lecture Notes in
Computer Science 2056, Springer-Verlag, Berlin, pp.111-120 (2001).
You can view the abstract
or you can retrieve the paper.
Holger H. Hoos
and
Craig Boutilier Proceedings of the Seventeenth National
Conference on Artificial Intelligence (AAAI-2000),
Austin, TX, pp.22--29 (2000).
You can view the abstract or you
can retrieve the paper.
Craig Boutilier Proceedings of the Sixteenth Annual Conference on Uncertainty in
Artificial Intelligence (UAI-2000), Stanford, CA, pp.54--62 (2000).
You can view the abstract
or you can retrieve the paper.
Pascal Poupart
and
Craig Boutilier Proceedings of the Sixteenth Annual Conference on Uncertainty in
Artificial Intelligence (UAI-2000), Stanford, CA, pp.497--506 (2000).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier Proceedings of the Sixteenth
International Joint Conference on Artificial Intelligence (IJCAI-99),
Stockholm, pp.478--485 (1999).
You can view the abstract
or you can retrieve the paper.
Bob Price
and
Craig Boutilier Proceedings of the Sixteenth International Conference on Machine
Learning (ICML-99), Bled, Slovenia, pp.325--334 (1999).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier,
Thomas Dean and
Steve Hanks Journal of AI Research (JAIR) 11:1--94 (1999).
You can view the abstract
or you can retrieve the paper. This is a long (94 page) survey article that
ties together a lot of recent work on decision-theoretic planning
within the MDP framework and describes the relationship between
many classical planning, decision theoretic planning, and MDP
representations and algorithms. It also surveys
several of the recent forms
of abstraction, aggregation and decomposition that have been
introduced in the DTP community.
Nicolas Meuleau, Milos Hauskrecht, Kee-Eung Kim, Leonid Peshkin,
Leslie Pack Kaelbling, Thomas Dean
and
Craig Boutilier Proceedings of the Fifteenth National
Conference on Artificial Intelligence (AAAI-98),
Madison, WI, pp.165--172 (1998).
You can view the abstract
or you can retrieve the paper.
Caroline Claus
and Craig Boutilier,
Proceedings of the Fifteenth National
Conference on Artificial Intelligence (AAAI-98),
Madison, WI, pp.746--752 (1998).
You can view the abstract
or you can retrieve the paper. An earlier and rather
different version appeared in the AAAI Workshop on
Multiagent Learning, 1997. This earlier version contains material on
partial action observability, not present in the latter (which contains
material on optimistic
exploration methods that increase the probability
of converging to optimal equilibria not contained in the earlier version).
You can view the abstract
or you can retrieve the earlier
version of the paper.
Craig Boutilier,
Ronen I. Brafman
and Christopher Geib,
Proceedings of the Fifteenth
International Joint Conference on Artificial Intelligence (IJCAI-97),
Nagoya, pp.1156--1163 (1997).
You can view the abstract
or you can retrieve the paper.
Fahiem Bacchus,
Craig Boutilier and
Adam Grove Proceedings of the Fourteenth National
Conference on Artificial Intelligence (AAAI-97),
Providence, RI, pp.112--117 (1997).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier
and Ronen I. Brafman,
Proceedings of the Fourteenth National
Conference on Artificial Intelligence (AAAI-97),
Providence, RI, pp.720--729 (1997).
You can view the abstract
or you can retrieve the paper.
Adrian Y. W. Cheuk and Craig Boutilier ,
Proceedings of the
Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI-97),
Providence, RI, pp.72--79 (1997).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier ,
Proceedings of the
Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI-97),
Providence, RI, pp.30--37 (1997).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier Proceedings of the
Twelfth Conference on Uncertainty in Artificial Intelligence (UAI-96),
Portland, OR, pp.106--114 (1996).
You can view the abstract
or you can
retrieve the paper.
Fahiem Bacchus,
Craig Boutilier and
Adam Grove Proceedings of the Thirteenth National
Conference on Artificial Intelligence (AAAI-96),
Portland, OR, pp.1160--1167 (1996).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier and
David Poole Proceedings of the Thirteenth National
Conference on Artificial Intelligence (AAAI-96),
Portland, OR, pp.1168--1175 (1996).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier Sixth Conference on
Theoretical Aspects of Rationality and Knowledge (TARK-96),
Amsterdam, pp.195--210 (1996).
You can view the abstract
or you can
retrieve the paper.
Craig Boutilier,
Richard Dearden
and
Moises Goldszmidt Proceedings of the Fourteenth
International Joint Conference on Artificial Intelligence (IJCAI-95),
Montreal, pp.1104--1111 (1995). (See also AAAI Spring Symposium
on Extending Theories of Action, Stanford, March 1995).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier and
Martin L. Puterman Proceedings of the Fourteenth
International Joint Conference on Artificial Intelligence (IJCAI-95),
Montreal, pp.1096--1103 (1995).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier Proceedings of the Fourteenth
International Joint Conference on Artificial Intelligence (IJCAI-95),
Montreal, pp.1550--1556 (1995).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier and
Nir Friedman Proceedings of the AAAI
Spring Symposium on Extending Theories of Action: Formal Theories and Practical Applications, Stanford, CA, pp.39-44 (1995).
You can view the abstract
or you can retrieve the paper.
Craig Boutilier Proceedings of the Fourth International
Conference on Principles of Knowledge Representation and Reasoning
(KR-94), Bonn, pp.75-86 (1994)
You can view the abstract
or you can retrieve the paper. Due to a number of requests, and after much searching for
the Postscript (so I wouldn't have to reconstruct the whole thing),
I've added this paper to my page.
Richard Dearden and Craig Boutilier Proceedings of the
Tenth Conference on Uncertainty in Artificial Intelligence (UAI-94),
Seattle, pp.162-194 (1994).
Craig Boutilier Proceedings of the Thirteenth International Joint
Conference on Artificial Intelligence (IJCAI-93), Chambery, France, pp.519-525 (1993).
Craig Boutilier and Veronica Becher Proceedings of the Eleventh National
Conference on Artificial Intelligence (AAAI-93), Washington, D.C., pp.649-654 (1993).
Craig Boutilier and Moises Goldszmidt Proceedings of the Eleventh National
Conference on Artificial Intelligence (AAAI-93), Washington, D.C., pp.649-654 (1993).
Craig Boutilier Proceedings
of the AAAI Spring Symposium on Reasoning About Mental States: Formal Theories and Applications,
Stanford, CA, pp.30-39 (1993).
Craig Boutilier Proceedings
of the Third International Conference on Principles of Knowledge Representation and Reasoning (KR-92),
Cambridge, pp.685-696 (1992).