conftrace_

strong data processing inequalities

3 papers

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Co-occurring keywords · papers mentioning both

excess data memorization (1) information about training data (1) phi-mutual information (1) balls and bins model (1) layered estimation protocol (1) trade-off (1) unadjusted langevin algorithm (1) strongly log-concave (1) data memorization (1) minimax optimal rate (1)

Papers

Characterizing Dependence of Samples along the Langevin Dynamics and Algorithms via Contraction of $Φ$-Mutual Information (Extended Abstract) COLT 2025 Distributed Nonparametric Estimation: from Sparse to Dense Samples per Terminal ICML 2025 Trade-offs in Data Memorization via Strong Data Processing Inequalities COLT 2025