136 citations · 515 across the 65 of their papers we have counts for
6 papers · 1 filter
Data Reliability Scoring
Yiling Chen, Shi Feng, Paul Kattuman +1
How can we assess the reliability of a dataset without access to ground truth? We introduce the problem of reliability scoring for datasets collected from potentially strategic sou…
Strategic Hypothesis Testing
Safwan Hossain, Yatong Chen, Yiling Chen
We examine hypothesis testing within a principal-agent framework, where a strategic agent, holding private beliefs about the effectiveness of a product, submits data to a principal…
FedStaleWeight: Buffered Asynchronous Federated Learning with Fair Aggregation via Staleness Reweighting
Jeffrey Ma, Alan Tu, Yiling Chen +1
Federated Learning (FL) endeavors to harness decentralized data while preserving privacy, facing challenges of performance, scalability, and collaboration. Asynchronous Federated L…
Sample Complexity of Forecast Aggregation
Tao Lin, Yiling Chen
We consider a Bayesian forecast aggregation model where experts, after observing private signals about an unknown binary event, report their posterior beliefs about the event t…
Fair Classification and Social Welfare
Lily Hu, Yiling Chen
Now that machine learning algorithms lie at the center of many resource allocation pipelines, computer scientists have been unwittingly cast as partial social planners. Given this…
Welfare and Distributional Impacts of Fair Classification
Lily Hu, Yiling Chen
Current methodologies in machine learning analyze the effects of various statistical parity notions of fairness primarily in light of their impacts on predictive accuracy and vendo…