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AAAI
1993
15 years 8 months ago
Complexity Analysis of Real-Time Reinforcement Learning
This paper analyzes the complexity of on-line reinforcement learning algorithms, namely asynchronous realtime versions of Q-learning and value-iteration, applied to the problem of...
Sven Koenig, Reid G. Simmons
AIPS
1996
15 years 8 months ago
A Candidate Set Based Analysis of Subgoal Interactions in Conjunctive Goal Planning
Subgoal interactions have received considerable attention in AI Planning. Earlier analyses by Korf [11] and Joslin and Roach [6] were done in terms of the topology of the space of...
Subbarao Kambhampati, Laurie H. Ihrig, Biplav Sriv...
LISA
1994
15 years 8 months ago
Automated Upgrades in a Lab Environment
Back in the late 80s and early 90s, when disk drives were expensive, it was more economical to buy one server and configure it with enough disk space to support several "disk...
Paul Riddle
NIPS
1993
15 years 8 months ago
Robust Reinforcement Learning in Motion Planning
While exploring to nd better solutions, an agent performing online reinforcement learning (RL) can perform worse than is acceptable. In some cases, exploration might have unsafe, ...
Satinder P. Singh, Andrew G. Barto, Roderic A. Gru...
OSDI
1994
ACM
15 years 8 months ago
A Caching Model of Operating System Kernel Functionality
Operating system research has endeavored to develop micro-kernels that provide modularity, reliability and security improvements over conventional monolithic kernels. However, the...
David R. Cheriton, Kenneth J. Duda