1.1k citations · 4.2k across the 38 of their papers we have counts for
22 papers · 1 filter
Gathering Strength, Gathering Storms: The One Hundred Year Study on Artificial Intelligence (AI100) 2021 Study Panel Report
Michael L. Littman, Ifeoma Ajunwa, Guy Berger +14
In September 2021, the "One Hundred Year Study on Artificial Intelligence" project (AI100) issued the second report of its planned long-term periodic assessment of artificial intel…
Planning and Learning with Stochastic Action Sets
Craig Boutilier, Alon Cohen, Amit Daniely +5
In many practical uses of reinforcement learning (RL) the set of actions available at a given state is a random variable, with realizations governed by an exogenous stochastic proc…
Modal Logics for Qualitative Possibility and Beliefs
Craig Boutilier
Possibilistic logic has been proposed as a numerical formalism for reasoning with uncertainty. There has been interest in developing qualitative accounts of possibility, as well as…
The Probability of a Possibility: Adding Uncertainty to Default Rules
Craig Boutilier
We present a semantics for adding uncertainty to conditional logics for default reasoning and belief revision. We are able to treat conditional sentences as statements of condition…
Integrating Planning and Execution in Stochastic Domains
Richard Dearden, Craig Boutilier
We investigate planning in time-critical domains represented as Markov Decision Processes, showing that search based techniques can be a very powerful method for finding close to o…
Context-Specific Independence in Bayesian Networks
Craig Boutilier, Nir Friedman, Moises Goldszmidt +1
Bayesian networks provide a language for qualitatively representing the conditional independence properties of a distribution. This allows a natural and compact representation of t…