588 citations
- Google DeepMind (United Kingdom)GB18 papers
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Showing 2021Show all
3 papers · 1 filter
stat.ML2021★ 2 cited
Model-Free Learning for Two-Player Zero-Sum Partially Observable Markov Games with Perfect Recall
Tadashi Kozuno, Pierre Ménard, Rémi Munos +1
We study the problem of learning a Nash equilibrium (NE) in an imperfect information game (IIG) through self-play. Precisely, we focus on two-player, zero-sum, episodic, tabular II…
cs.SE2021★ 7 cited
DEIS: Dependability Engineering Innovation for Industrial CPS
Erik Armengaud, Georg Macher, Alexander Massoner +15
The open and cooperative nature of Cyber-Physical Systems (CPS) poses new challenges in assuring dependability. The DEIS project (Dependability Engineering Innovation for automotiv…
cs.IR2021★ 12 cited
On Interpretation and Measurement of Soft Attributes for Recommendation
Krisztian Balog, Filip Radlinski, Alexandros Karatzoglou
We address how to robustly interpret natural language refinements (or critiques) in recommender systems. In particular, in human-human recommendation settings people frequently use…