Shlomo Zilberstein
Papers
36
Total Citations
1,723
H-Index
15
About
Shlomo Zilberstein is a leading computer scientist whose research spans artificial intelligence, autonomous systems, and multi-agent decision making. He is perhaps best known for pioneering the theory and practice of **anytime algorithms** — computational methods that allow intelligent systems to flexibly trade deliberation time for solution quality. His landmark 1996 paper on this topic has accumulated nearly 700 citations and remains a foundational reference for researchers building real-time AI systems in domains like robotics, medical diagnosis, and signal interpretation. Zilberstein's work extends powerfully into **decentralized multi-agent systems**, where he has developed formal models and algorithms — including policy iteration approaches — for coordinating distributed decision-makers operating under uncertainty. His contributions to decentralized partially observable Markov decision processes (DEC-POMDPs) have shaped how researchers model cooperative autonomous agents, earning hundreds of additional citations across multiple papers. More recently, his research has broadened to address **ethically compliant autonomous systems**, soft robot control via reinforcement learning, and human-robot interaction through plan recognition. This trajectory reflects a career-long commitment to making autonomous systems not only computationally efficient, but also practically deployable and socially responsible — a vision that continues to influence both theoretical AI research and real-world applications.
Research Focus
Key Achievements
Top Papers
- 1Using anytime algorithms in intelligent systems688 citations · 1996
- 2Optimizing information exchange in cooperative multi-agent systems212 citations · 2003
- 3Formal models and algorithms for decentralized decision making under uncertainty197 citations · 2008
- 4Anytime Sensing, Planning and Action: A Practical Model for Robot Control117 citations · 1993
- 5Policy Iteration for Decentralized Control of Markov Decision Processes92 citations · 2009
- 6Anytime algorithm development tools52 citations · 1996
- 7Toward Effective Soft Robot Control via Reinforcement Learning48 citations · 2017
- 8
- 9Resource-bounded sensing and planning in autonomous systems33 citations · 1996
- 10Ethically Compliant Sequential Decision Making24 citations · 2021