activity
20152026
most citedOn Formalizing Fairness in Prediction with Machine Learning

160 citations · 274 across the 23 of their papers we have counts for

collaborators
Showing 2019Show all

2 papers · 1 filter

cs.LG2019★ 7 cited

Autonomous exploration for navigating in non-stationary CMPs

Pratik Gajane, Ronald Ortner, Peter Auer +1

We consider a setting in which the objective is to learn to navigate in a controlled Markov process (CMP) where transition probabilities may abruptly change. For this setting, we p…

cs.LG2019★ 26 cited

Variational Regret Bounds for Reinforcement Learning

Pratik Gajane, Ronald Ortner, Peter Auer

We consider undiscounted reinforcement learning in Markov decision processes (MDPs) where both the reward functions and the state-transition probabilities may vary (gradually or ab…