Efficient reinforcement learning
COLT '94 Proceedings of the seventh annual conference on Computational learning theory
Distinguishing tests for nondeterministic and probabilistic machines
STOC '95 Proceedings of the twenty-seventh annual ACM symposium on Theory of computing
Reinforcement learning and mistake bounded algorithms
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Initial experiments in stochastic satisfiability
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Complexity of finite-horizon Markov decision process problems
Journal of the ACM (JACM)
A new decomposition technique for solving Markov decision processes
Proceedings of the 2001 ACM symposium on Applied computing
Communication decisions in multi-agent cooperation: model and experiments
Proceedings of the fifth international conference on Autonomous agents
Multi-agent policies: from centralized ones to decentralized ones
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 3
Markov decision processes and deterministic Büchi automata
Fundamenta Informaticae
Stochastic Boolean Satisfiability
Journal of Automated Reasoning
Artificial Intelligence Review
Exploration Strategies for Model-based Learning in Multi-agent Systems: Exploration Strategies
Autonomous Agents and Multi-Agent Systems
The Complexity of Decentralized Control of Markov Decision Processes
Mathematics of Operations Research
On probabilistic timed automata
Theoretical Computer Science
Characterizing Markov Decision Processes
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Value Iteration over Belief Subspace
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Space-Progressive Value Iteration: An Anytime Algorithm for a Class of POMDPs
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
LC-Learning: Phased Method for Average Reward Reinforcement Learning - Preliminary Results
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Hidden-Mode Markov Decision Processes for Nonstationary Sequential Decision Making
Sequence Learning - Paradigms, Algorithms, and Applications
Bounds on Sample Size for Policy Evaluation in Markov Environments
COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory
The size of MDP factored policies
Eighteenth national conference on Artificial intelligence
Mobile Robotics Planning Using Abstract Markov Decision Processes
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Transition-independent decentralized markov decision processes
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Constructing optimal policies for agents with constrained architectures
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
On the undecidability of probabilistic planning and related stochastic optimization problems
Artificial Intelligence - special issue on planning with uncertainty and incomplete information
Solving factored MDPs using non-homogeneous partitions
Artificial Intelligence - special issue on planning with uncertainty and incomplete information
When plans distinguish Bayes nets
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Journal of Intelligent and Robotic Systems
Decentralized Markov Decision Processes with Event-Driven Interactions
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1
Fitting and Compilation of Multiagent Models through Piecewise Linear Functions
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
A Navigation System for Assistant Robots Using Visually Augmented POMDPs
Autonomous Robots
Reasoning about joint beliefs for execution-time communication decisions
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
An online POMDP algorithm for complex multiagent environments
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
Cooperative Multi-Agent Learning: The State of the Art
Autonomous Agents and Multi-Agent Systems
Strong planning under partial observability
Artificial Intelligence
Decentralized planning under uncertainty for teams of communicating agents
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Cost-sensitive feature acquisition and classification
Pattern Recognition
Point-Based Value Iteration for Continuous POMDPs
The Journal of Machine Learning Research
Partially observable Markov decision processes with imprecise parameters
Artificial Intelligence
Selecting treatment strategies with dynamic limited-memory influence diagrams
Artificial Intelligence in Medicine
Q-value functions for decentralized POMDPs
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Supporting Multiple User Types with a Multimodal Dialog Agent
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Application of automata learning algorithms to robot motion tracking
ISPRA'05 Proceedings of the 4th WSEAS International Conference on Signal Processing, Robotics and Automation
Planning and Learning in Environments with Delayed Feedback
ECML '07 Proceedings of the 18th European conference on Machine Learning
Learning and planning in environments with delayed feedback
Autonomous Agents and Multi-Agent Systems
Discounted deterministic Markov decision processes and discounted all-pairs shortest paths
SODA '09 Proceedings of the twentieth Annual ACM-SIAM Symposium on Discrete Algorithms
Probabilistic Acceptors for Languages over Infinite Words
SOFSEM '09 Proceedings of the 35th Conference on Current Trends in Theory and Practice of Computer Science
Probabilistic planning with clear preferences on missing information
Artificial Intelligence
Reward shaping for valuing communications during multi-agent coordination
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Exploiting locality of interactions using a policy-gradient approach in multiagent learning
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
PPCP: efficient probabilistic planning with clear preferences in partially-known environments
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Concavely-Priced Probabilistic Timed Automata
CONCUR 2009 Proceedings of the 20th International Conference on Concurrency Theory
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Purely epistemic markov decision processes
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
A Markovian model for dynamic and constrained resource allocation problems
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Value-function approximations for partially observable Markov decision processes
Journal of Artificial Intelligence Research
Speeding up the convergence of value iteration in partially observable Markov decision processes
Journal of Artificial Intelligence Research
Nonapproximability results for partially observable Markov decision processes
Journal of Artificial Intelligence Research
The communicative multiagent team decision problem: analyzing teamwork theories and models
Journal of Artificial Intelligence Research
Decision-theoretic bidding based on learned density models in simultaneous, interacting auctions
Journal of Artificial Intelligence Research
Complexity results and approximation strategies for MAP explanations
Journal of Artificial Intelligence Research
On polynomial sized MDP succinct policies
Journal of Artificial Intelligence Research
Decentralized control of cooperative systems: categorization and complexity analysis
Journal of Artificial Intelligence Research
Solving transition independent decentralized Markov decision processes
Journal of Artificial Intelligence Research
Restricted value iteration: theory and algorithms
Journal of Artificial Intelligence Research
Hybrid BDI-POMDP framework for multiagent teaming
Journal of Artificial Intelligence Research
A framework for sequential planning in multi-agent settings
Journal of Artificial Intelligence Research
Perseus: randomized point-based value iteration for POMDPs
Journal of Artificial Intelligence Research
Communication-based decomposition mechanisms for decentralized MDPs
Journal of Artificial Intelligence Research
Optimal and approximate Q-value functions for decentralized POMDPs
Journal of Artificial Intelligence Research
Online planning algorithms for POMDPs
Journal of Artificial Intelligence Research
The computational complexity of probabilistic planning
Journal of Artificial Intelligence Research
AEMS: an anytime online search algorithm for approximate policy refinement in large POMDPs
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Taming decentralized POMDPs: towards efficient policy computation for multiagent settings
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Complexity of probabilistic planning under average rewards
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 1
Decomposition techniques for planning in stochastic domains
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Strong planning under partial observability
Artificial Intelligence
Rate adaptation using acknowledgement feedback in finite-state Markov channels with collisions
IEEE Transactions on Wireless Communications
Rate adaptation via link-layer feedback for goodput maximization over a time-varying channel
IEEE Transactions on Wireless Communications
Discounted deterministic Markov decision processes and discounted all-pairs shortest paths
ACM Transactions on Algorithms (TALG)
Model checking probabilistic timed automata with one or two clocks
TACAS'07 Proceedings of the 13th international conference on Tools and algorithms for the construction and analysis of systems
Q-learning with linear function approximation
COLT'07 Proceedings of the 20th annual conference on Learning theory
On the Topology of Discrete Strategies
International Journal of Robotics Research
Planning under Uncertainty for Robotic Tasks with Mixed Observability
International Journal of Robotics Research
Quasi deterministic POMDPs and DecPOMDPs
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
OFDMA downlink resource allocation via ARQ feedback
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Automated planning for remote penetration testing
MILCOM'09 Proceedings of the 28th IEEE conference on Military communications
An investigation into mathematical programming for finite horizon decentralized POMDPs
Journal of Artificial Intelligence Research
A decision-theoretic formalism for belief-optimal reasoning
PerMIS '09 Proceedings of the 9th Workshop on Performance Metrics for Intelligent Systems
Complexity analysis of real-time reinforcement learning
AAAI'93 Proceedings of the eleventh national conference on Artificial intelligence
Probabilistic propositional planning: representations and complexity
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Qualitative analysis of partially-observable Markov decision processes
MFCS'10 Proceedings of the 35th international conference on Mathematical foundations of computer science
Learning models of intelligent agents
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Pagerank optimization in polynomial time by stochastic shortest path reformulation
ALT'10 Proceedings of the 21st international conference on Algorithmic learning theory
Quickest detection in multiple on-off processes
IEEE Transactions on Signal Processing
On model checking techniques for randomized distributed systems
IFM'10 Proceedings of the 8th international conference on Integrated formal methods
A behavior adaptation method for an elderly companion robot: Rui
ICSR'10 Proceedings of the Second international conference on Social robotics
A Modified Memory-Based Reinforcement Learning Method for Solving POMDP Problems
Neural Processing Letters
Decentralized MDPs with sparse interactions
Artificial Intelligence
The influence of random interactions and decision heuristics on norm evolution in social networks
Computational & Mathematical Organization Theory
LQG-MP: Optimized path planning for robots with motion uncertainty and imperfect state information
International Journal of Robotics Research
Evolving policies for multi-reward partially observable markov decision processes (MR-POMDPs)
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Upper confidence trees with short term partial information
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
International Journal of Approximate Reasoning
HTN-style planning in relational POMDPs using first-order FSCs
KI'11 Proceedings of the 34th Annual German conference on Advances in artificial intelligence
Mathematics of Operations Research
My brain is full: when more memory helps
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Approximate planning for factored POMDPs using belief state simplification
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
MAP complexity results and approximation methods
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
The complexity of decentralized control of Markov decision processes
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Vector-space analysis of belief-state approximation for POMDPs
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
A tractable POMDP for a class of sequencing problems
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
On the complexity of solving Markov decision problems
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
The complexity of plan existence and evaluation in robabilistic domains
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Survey of Motion Planning Literature in the Presence of Uncertainty: Considerations for UAV Guidance
Journal of Intelligent and Robotic Systems
Evaluating and minimizing ambiguities in qualitative route instructions
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Dispatch-and-search: dynamic multi-ferry control in partitioned mobile networks
MobiHoc '11 Proceedings of the Twelfth ACM International Symposium on Mobile Ad Hoc Networking and Computing
Journal of the ACM (JACM)
A survey of stochastic ω-regular games
Journal of Computer and System Sciences
Quantitative access control with partially-observable Markov decision processes
Proceedings of the second ACM conference on Data and Application Security and Privacy
Exploiting symmetries for single- and multi-agent Partially Observable Stochastic Domains
Artificial Intelligence
An overview of cooperative and competitive multiagent learning
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
ICIRA'11 Proceedings of the 4th international conference on Intelligent Robotics and Applications - Volume Part I
Adaptive submodularity: theory and applications in active learning and stochastic optimization
Journal of Artificial Intelligence Research
Survey A survey of computational complexity results in systems and control
Automatica (Journal of IFAC)
Complexity of stability and controllability of elementary hybrid systems
Automatica (Journal of IFAC)
Localized policy-based target tracking using wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Solving H-horizon, stationary Markov decision problems in time proportional to log(H)
Operations Research Letters
Cross-Layer Power Allocation for Packet Transmission Over Fading Channel
Wireless Personal Communications: An International Journal
Partial-Observation Stochastic Games: How to Win When Belief Fails
LICS '12 Proceedings of the 2012 27th Annual IEEE/ACM Symposium on Logic in Computer Science
Motion planning under uncertainty using iterative local optimization in belief space
International Journal of Robotics Research
Markov Decision Processes and Deterministic Büchi Automata
Fundamenta Informaticae
On the Computational Complexity of Stochastic Controller Optimization in POMDPs
ACM Transactions on Computation Theory (TOCT)
Modeling information exchange opportunities for effective human-computer teamwork
Artificial Intelligence
On the complexity of model checking interval-valued discrete time Markov chains
Information Processing Letters
Solving decentralized POMDP problems using genetic algorithms
Autonomous Agents and Multi-Agent Systems
LTL model checking of interval markov chains
TACAS'13 Proceedings of the 19th international conference on Tools and Algorithms for the Construction and Analysis of Systems
Decentralized multi-robot cooperation with auctioned POMDPs
International Journal of Robotics Research
QoE-aware optimization of multimedia flow scheduling
Computer Communications
Optimal eviction policies for stochastic address traces
Theoretical Computer Science
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