Early Research in Multiagent Systems at Hebrew University
Starting with PhD work at Stanford, and followed by my arrival at
Hebrew University, I pioneered a number of approaches to the problems
of multiagent systems (MAS) over the years, in conjunction with
students and colleagues:
- We expanded the focus of Distributed Artificial Intelligence to
include interactions among multiple self-interested agents,
coining the term benevolent agents to characterize the components of
previous DAI systems that had an assumed common interest
[references];
- We carried out the first research in artificial intelligence (AI)
that made use of game theory techniques to analyze multiagent
interactions
[references];
- In separate, follow-on work, we were the first to introduce
mechanism design into AI and MAS, exploring issues of incentive
compatibility
[references];
- We were the first to introduce Vickrey-Clarke-Groves mechanisms (and
more specifically, the Clarke Tax) into AI, using it to explore multiagent
planning
[references];
- We pioneered research on coalitions in Multiagent Systems
[references];
- We introduced Schelling's notion of Focal Points into AI and MAS,
exploring its use in automated interactions.
[references]
These techniques have been brought to bear on issues such as agreements
reached between automated agents, planning by multiple agents, information
revelation in a variety of domains, coalition formation, knowledge
representation, and learning. References to this work are given below (a
more complete list of my publications can be found
here).
The most frequently cited reference is
"Rules of
Encounter: Designing
Conventions for Automated Negotiation Among Computers", Jeffrey
S. Rosenschein and Gilad Zlotkin. MIT
Press, Cambridge, Massachusetts,
1994. [bibtex-entry]
It's based on a series of articles that appeared during the 9
previous years, and includes a lot of the material mentioned below
(but the book has better exposition, in my opinion).
Here are the specific references:
"1. We expanded the focus of Distributed Artificial Intelligence to
include interactions among multiple self-interested agents, coining
the term "benevolent agents" to characterize the components of
previous DAI systems that had an assumed common interest;"
-
Deals Among Rational Agents, Jeffrey S. Rosenschein and Michael
R. Genesereth. The Ninth International Joint Conference on Artificial
Intelligence, Los Angeles, California, August 1985, pp. 91-99. Also
published in The Ecology of Computation, edited by B. A. Huberman,
North-Holland Publishing Company, Amsterdam, 1988, pp. 117-132, and
reprinted in Readings in Distributed Artificial Intelligence, edited
by A. H. Bond and L. Gasser, Morgan Kaufmann Publishers, Inc., San
Mateo, California, 1988, pp. 227-234. [bibtex-entry]
"2. We carried out the first research in artificial intelligence (AI)
that made use of game theory techniques to analyze multiagent
interactions;"
-
Same as above, the first article using these ideas was "Deals Among
Rational Agents" in 1985. There was a journal article quite a few
years later, "Single-Phase Agreements Among Rational Agents", Jeffrey
S. Rosenschein and Michael R. Genesereth. Journal of Experimental and
Theoretical Artificial Intelligence. Volume 5, 1993, pages 1-19. [bibtex-entry] But
the DARA article is more often cited.
"3. In separate, follow-on work, we were the first to introduce
mechanism design into AI and MAS, exploring issues of incentive
compatibility;"
-
Negotiation
and Task Sharing Among Autonomous Agents in Cooperative Domains,
Gilad Zlotkin and Jeffrey S. Rosenschein. The Eleventh International
Joint Conference on Artificial Intelligence, Detroit, Michigan, August
1989, pp. 912-917. There are two figures missing from the postscript
file; here
they are in .bmp format. [bibtex-entry]
-
Negotiation and Conflict Resolution in Non-Cooperative Domains,
Gilad Zlotkin and Jeffrey S. Rosenschein. The National Conference on
Artificial Intelligence, Boston, Massachusetts, July 1990,
pp. 100-105. [bibtex-entry]
-
Incomplete Information and Deception in Multi-Agent Negotiation,
Gilad Zlotkin and Jeffrey S. Rosenschein. The Twelfth International
Joint Conference on Artificial Intelligence, Sydney, Australia, August
1991, pp. 225-231. [bibtex-entry]
-
A
Domain Theory for Task Oriented Negotiation, Gilad Zlotkin and
Jeffrey S. Rosenschein. The Thirteenth International Joint Conference
on Artificial Intelligence, Chambery, France, August 1993, pages
416-422. [bibtex-entry]
-
The "Rules of Encounter" book describes much of this work. A more
"popularized" magazine presentation, based on my IJCAI-93 invited
lecture, can be found in "Consenting Agents: Designing Conventions for
Automated Negotiation", Jeffrey S. Rosenschein and Gilad Zlotkin. AI
Magazine, Volume 15, Number 3, Fall 1994, pages 29-46. Also reprinted
in Readings in Agents, edited by Michael N. Huhns and Munindar
P. Singh, Morgan Kaufmann Publishers, San Francisco, California, 1997,
pages 353-370. [bibtex-entry]
Some of the early work was published in the following journal
article:
- Cooperation and Conflict Resolution via Negotiation Among
Autonomous Agents in Noncooperative Domains, Gilad Zlotkin and Jeffrey
S. Rosenschein. IEEE Transactions on Systems, Man, and Cybernetics,
Special Issue on Distributed Artificial Intelligence. Volume 21,
Number 6, November/December 1991, pp. 1317-1324. [bibtex-entry]
There were also journal articles that followed the above
conference articles:
-
Compromise in
Negotiation: Exploiting Worth Functions over States, Gilad Zlotkin
and Jeffrey S. Rosenschein. Journal of Artificial Intelligence. Volume
84, Numbers 1--2, July 1996, pages 151-176. [bibtex-entry]
-
Mechanism
Design for Automated Negotiation, and its Application to Task Oriented
Domains, Gilad Zlotkin and Jeffrey S. Rosenschein. Journal of
Artificial Intelligence. Volume 86, Number 2, October 1996, pages
195-244. [bibtex-entry]
-
Mechanisms
for Automated Negotiation in State Oriented Domains, Gilad Zlotkin
and Jeffrey S. Rosenschein. Journal of Artificial Intelligence
Research. Volume 5, October 1996, pages 163-238. [bibtex-entry]
"4. We were the first to introduce the Clarke-Groves mechanism (and more
specifically, the Clarke Tax) into AI, using it to explore multiagent
planning;"
-
The Clarke Tax as a Consensus Mechanism Among Automated Agents,
Eithan Ephrati and Jeffrey S. Rosenschein. The National Conference on
Artificial Intelligence, Anaheim, California, July 1991, pp. 173-178. [bibtex-entry]
-
Reaching Agreement Through Partial Revelation of Preferences, Eithan
Ephrati and Jeffrey S. Rosenschein. The European Conference on
Artificial Intelligence, Vienna, Austria, August 1992, pp. 229-233. [bibtex-entry]
-
Multi-Agent
Planning as a Dynamic Search for Social Consensus, Eithan Ephrati
and Jeffrey S. Rosenschein. The Thirteenth International Joint
Conference on Artificial Intelligence, Chambery, France, August 1993,
pages 423-429. [bibtex-entry]
The journal articles that covered this work include:
"5. We pioneered research on coalitions in Multiagent Systems;"
-
One, Two, Many: Coalitions in Multi-Agent Systems, Gilad Zlotkin and
Jeffrey S. Rosenschein. The Fifth European Workshop on Modeling
Autonomous Agents in a Multi-Agent World, Neuchatel, Switzerland,
August 1993. [bibtex-entry]
-
Coalition,
Cryptography, and Stability: Mechanisms for Coalition Formation in
Task Oriented Domains, Gilad Zlotkin and Jeffrey
S. Rosenschein. The National Conference on Artificial Intelligence,
Seattle, Washington, August 1994, pages 432-437. [bibtex-entry]
"6. We introduced Schelling's notion of Focal Points into AI and MAS,
exploring its use in automated interactions"
-
The Role of Representation in Interaction: Discovering Focal
Points Among Alternative Solutions, Sarit Kraus and Jeffrey
S. Rosenschein. In "Decentralized Artificial Intelligence III,"
Y. Demazeau and E. Werner, editors, Elsevier Science Publishers
B.V./North-Holland, 1992, pages 147-165. Also published as invited
paper in Proceedings of the Workshop on Modeling Autonomous Agents
in a Multi-Agent World, Kaiserslautern, Germany, August 1991. [bibtex-entry]
-
Coordination without Communication: Experimental Validation of Focal
Point Techniques, Maeir Fenster, Sarit Kraus, and Jeffrey
S. Rosenschein, The First International Conference on Multiagent
Systems, San Francisco, California, June 1995, pages 102-108. Also
reprinted in Readings in Agents, Michael N. Huhns and Munindar
P. Singh, Morgan Kaufmann Publishers, San Francisco, California, 1997,
pages 380-386. [bibtex-entry]
The journal version of the paper appeared as:
jeff at cs.huji.ac.il
Last modified: 8 August 2018
|