It studies how representations in these logics behave within a dynamic placing, and introduces operators for decreasing a query following actions to an Preliminary condition, or updating the illustration against These actions.
Keen on synthesizing the semantics of programming languages? We have a brand new paper on that, approved at OOPSLA.
The paper tackles unsupervised method induction around combined discrete-continuous knowledge, and it is recognized at ILP.
When you are attending NeurIPS this yr, you may be interested in testing our papers that touch on morality, causality, and interpretability. Preprints can be found over the workshop webpage.
Our paper (joint with Amelie Levray) on Studying credal sum-solution networks has long been accepted to AKBC. This kind of networks, as well as other kinds of probabilistic circuits, are interesting given that they warranty that specific kinds of probability estimation queries could be computed in time linear in the scale in the community.
The short article, to appear in The Biochemist, surveys a lot of the motivations and ways for creating AI interpretable and liable.
Thinking about instruction neural networks with rational constraints? We've got a fresh paper that aims in direction of total fulfillment of Boolean and linear arithmetic constraints on instruction at AAAI-2022. Congrats to Nick and Rafael!
The write-up introduces a common logical framework for reasoning about discrete and continual probabilistic styles in dynamical domains.
We study arranging in relational Markov decision processes involving discrete and continual states and actions, and an mysterious number of objects (through probabilistic programming).
Together with colleagues from Edinburgh and Herriot Watt, We now have place out the demand a completely new study agenda.
Paulius' work on algorithmic strategies for randomly generating logic courses and probabilistic logic courses has been recognized into the concepts and practise of constraint programming (CP2020).
A journal paper on abstracting probabilistic designs has actually been accepted. The paper reports the semantic constraints which allows a single to summary a posh, reduced-stage product with a simpler, substantial-amount 1.
Our Focus on synthesizing options with loops from the existence of sound https://vaishakbelle.com/ will show up from the Intercontinental journal of approximate reasoning.
Our get the job done (with Giannis) surveying and distilling strategies to explainability in device Finding out has become acknowledged. Preprint right here, but the ultimate Variation might be on the internet and open obtain shortly.