Drew, Dave, Larissa and I experienced the chance to discuss the motivatons and foundations for instigating the new exploration theme of Experiential AI within a ninety moment speak.
Weighted product counting generally assumes that weights are only specified on literals, generally necessitating the necessity to introduce auxillary variables. We take into consideration a completely new approach according to psuedo-Boolean functions, leading to a more basic definition. Empirically, we also get SOTA final results.
The Lab carries out investigation in artificial intelligence, by unifying learning and logic, having a current emphasis on explainability
The paper discusses the epistemic formalisation of generalised organizing during the existence of noisy performing and sensing.
We consider the issue of how generalized strategies (options with loops) is often considered accurate in unbounded and ongoing domains.
A consortia project on honest methods and goverance was acknowledged late past yr. Information hyperlink in this article.
Keen on schooling neural networks with sensible constraints? Now we have a different paper that aims toward comprehensive gratification of Boolean and linear arithmetic constraints on teaching at AAAI-2022. Congrats to Nick and Rafael!
The short article introduces a standard rational framework for reasoning about discrete and continuous probabilistic products in dynamical domains.
A recent collaboration While using the NatWest Group on explainable equipment Finding out is discussed from the Scotsman. Website link to article listed here. A preprint on the results might be created out there shortly.
Along with colleagues from Edinburgh and Herriot Watt, Now we have set out the call for a fresh investigation agenda.
Paulius' work on algorithmic techniques for randomly creating logic plans and probabilistic logic plans is acknowledged towards the principles and practise of constraint programming (CP2020).
The framework is applicable to a considerable class of formalisms, which include probabilistic relational versions. The paper also experiments the synthesis dilemma in that context. Preprint here.
In case you are attending AAAI this 12 months, chances are you'll have an interest in testing our papers that contact on fairness, abstraction and generalized sum-products problems.
I gave a talk over the pitfalls of artificial intelligence and research priorities https://vaishakbelle.com/ for the Worldwide Improvement Modern society.