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Membership Inference on Text-to-image Diffusion Models via Conditional Likelihood Discrepancy
Membership inference arises in these contexts as a potential auditing method for detecting unauthorized data usage.
Distribution-Free Model-Agnostic Regression Calibration via Nonparametric Methods
Specifically, we consider an individual calibration objective for characterizing the quantiles of the prediction model.
Contrastive dimension reduction: when and how?
Dimension reduction (DR) is an important and widely studied technique in exploratory data analysis.
SequentialAttention+ + for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization
Pruning methods for neural networks [LeCun et al., 1989] replace dense weight matrices by sparse
IMP-MARL: a Suite of Environments for Large-scale Infrastructure Management Planning via MARL *Pascal Leroy
In IMP, a multi-component engineering system is subject to a risk of failure due to its components' damage condition.
Online Adaptive Policy Selection in Time-Varying Systems: No-Regret via Contractive Perturbations
We study the problem of online adaptive policy selection for nonlinear time-varying discrete-time dynamical systems.