It experiments how representations in these logics behave inside a dynamic placing, and introduces operators for lessening a query soon after steps to an initial state, or updating the representation from those actions.
Weighted design counting normally assumes that weights are only specified on literals, frequently necessitating the need to introduce auxillary variables. We take into consideration a brand new method depending on psuedo-Boolean functions, leading to a far more standard definition. Empirically, we also get SOTA benefits.
The paper tackles unsupervised plan induction over blended discrete-steady details, which is accepted at ILP.
The paper discusses the epistemic formalisation of generalised scheduling inside the existence of noisy performing and sensing.
We think about the issue of how generalized programs (strategies with loops) might be deemed appropriate in unbounded and steady domains.
A consortia venture on trusted programs and goverance was accepted late very last year. News connection listed here.
Serious about coaching neural networks with logical constraints? We've a fresh paper that aims in the direction of total fulfillment of Boolean and linear arithmetic constraints on education at AAAI-2022. Congrats to Nick and Rafael!
Bjorn And that i are promoting a 2 calendar year postdoc on integrating causality, reasoning and expertise graphs for misinformation detection. See right here.
We study setting up in relational Markov conclusion processes involving discrete and continual states and actions, and an mysterious quantity of objects (by means of probabilistic programming).
Together with colleagues from Edinburgh and Herriot Watt, We've place out the call for a different investigate agenda.
Paulius' work on algorithmic strategies for randomly generating logic programs and probabilistic logic programs has been recognized into the rules and practise https://vaishakbelle.com/ of constraint programming (CP2020).
The framework is relevant to a substantial class of formalisms, which include probabilistic relational versions. The paper also studies the synthesis dilemma in that context. Preprint here.
If you're attending AAAI this yr, you could possibly have an interest in testing our papers that contact on fairness, abstraction and generalized sum-product problems.
I gave a talk to the challenges of artificial intelligence and research priorities within the Global Growth Society.