3 papers
cs.AI2026
Let the Agent Steer: Closed-Loop Ranking Optimization via Influence Exchange
Yin Cheng, Liao Zhou, Xiyu Liang +7
Recommendation ranking is fundamentally an influence allocation problem: a sorting formula distributes ranking influence among competing factors, and the business outcome depends o…
cs.CY2026
The Limits of AI Data Transparency Policy: Three Disclosure Fallacies
Judy Hanwen Shen, Ken Liu, Angelina Wang +7
Data transparency has emerged as a rallying cry for addressing concerns about AI: data quality, privacy, and copyright chief among them. Yet while these calls are crucial for accou…
cs.CY2025
Disclosure and Evaluation as Fairness Interventions for General-Purpose AI
Vyoma Raman, Judy Hanwen Shen, Andy K. Zhang +4
Despite conflicting definitions and conceptions of fairness, AI fairness researchers broadly agree that fairness is context-specific. However, when faced with general-purpose AI, w…