I gave a talk for the workshop on how the synthesis of logic and equipment Studying, Specifically locations like statistical relational learning, can permit interpretability.
I are going to be supplying a tutorial on logic and learning having a concentrate on infinite domains at this year's SUM. Hyperlink to occasion right here.
Is going to be speaking within the AIUK celebration on ideas and practice of interpretability in equipment Understanding.
I attended the SML workshop during the Black Forest, and discussed the connections between explainable AI and statistical relational Finding out.
An post in the planning and inference workshop at AAAI-eighteen compares two unique methods for probabilistic preparing through probabilistic programming.
I gave a chat on our latest NeurIPS paper in Glasgow whilst also masking other ways in the intersection of logic, Discovering and tractability. As a result of Oana for your invitation.
We have a fresh paper approved on learning optimum linear programming goals. We acquire an “implicit“ speculation design approach that yields great theoretical bounds. Congrats to Gini and Alex on receiving this paper approved. Preprint in this article.
A journal paper is acknowledged on prior constraints in tractable probabilistic models, accessible on the papers tab. Congratulations Giannis!
A modern collaboration With all the NatWest Team on explainable device learning is reviewed inside the Scotsman. Hyperlink to posting below. A preprint on the outcomes will probably be built offered shortly.
Along with colleagues from Edinburgh and Herriot Watt, Now we have put out the call for a fresh exploration agenda.
Paulius' work on algorithmic approaches for randomly creating logic plans and probabilistic logic packages is acknowledged towards the principles and practise of constraint programming (CP2020).
The framework is relevant to a sizable course of formalisms, such as probabilistic relational styles. The paper also scientific studies the synthesis trouble in that context. Preprint listed here.
Should you be attending AAAI this 12 months, you may be https://vaishakbelle.com/ interested in checking out our papers that contact on fairness, abstraction and generalized sum-item issues.
I gave a chat within the dangers of synthetic intelligence and investigation priorities on the International Enhancement Culture.