Neural Information Processing Systems http://nips.cc/

Weshowaseparation result: on one hand, if the query radiusλis strictly smaller than the adversary's perturbation budgetρ, then distribution-free robust learning is impossible for a widevarietyofconcept classes; ontheotherhand,thesettingλ=ρallowsusto develop robust ERM algorithms.

Query embedding (QE)--which aims to embed entities and first-order logical (FOL) queries inlow-dimensional spaces--has showngreatpowerinmulti-hop reasoningoverknowledgegraphs.

A major challenge is thus in designing sample-efficient agents that can transfer their existing knowledge to solve new tasks quickly.

Inthese methods, for an input, an explanation is in the form of a contrast point differing in very few features from the original input and lying inadifferent class. Otherworks tryto build globally interpretable models likedecision trees and rule lists based onthe datausing actual labels orbased ontheblack-box models predictions.