475 citations · 555 across the 14 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
cs.LG2018★ 15 cited
Reinforcement Learning with Perturbed Rewards
Jingkang Wang, Yang Liu, Bo Li
Recent studies have shown that reinforcement learning (RL) models are vulnerable in various noisy scenarios. For instance, the observed reward channel is often subject to noise in…
stat.ML2018★ 475 cited
Actionable Recourse in Linear Classification
Berk Ustun, Alexander Spangher, Yang Liu
Machine learning models are increasingly used to automate decisions that affect humans - deciding who should receive a loan, a job interview, or a social service. In such applicati…
cs.GT2018★ 1 cited
Randomized Wagering Mechanisms
Yiling Chen, Yang Liu, Juntao Wang
Wagering mechanisms are one-shot betting mechanisms that elicit agents' predictions of an event. For deterministic wagering mechanisms, an existing impossibility result has shown i…