63 citations · 67 across the 11 of their papers we have counts for
4 papers · 1 filter
Truthful Information Elicitation from Hybrid Crowds
Qishen Han, Sikai Ruan, Yuqing Kong +3
Suppose a decision maker wants to predict weather tomorrow by eliciting and aggregating information from crowd. How can the decision maker incentivize the crowds to report their in…
Certifiably Robust Interpretation via Renyi Differential Privacy
Ao Liu, Xiaoyu Chen, Sijia Liu +2
Motivated by the recent discovery that the interpretation maps of CNNs could easily be manipulated by adversarial attacks against network interpretability, we study the problem of…
Smoothed Differential Privacy
Ao Liu, Yu-Xiang Wang, Lirong Xia
Differential privacy (DP) is a widely-accepted and widely-applied notion of privacy based on worst-case analysis. Often, DP classifies most mechanisms without additive noise as non…
The Smoothed Likelihood of Doctrinal Paradox
Ao Liu, Lirong Xia
When aggregating logically interconnected judgments from agents, the result might be inconsistent with the logical connection. This inconsistency is known as the doctrinal para…