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cs.LG2026
Structurally Separated Uncertainty in Supervised Latent Variable Models
Tanmoy Mukherjee, Marius Kloft, Pierre Marquis +1
Predictive uncertainty is commonly decomposed into epistemic and aleatoric components, but standard decompositions often produce strongly correlated estimates because both quantiti…
cs.LG2025
MODE: Multi-Objective Adaptive Coreset Selection
Tanmoy Mukherjee, Pierre Marquis, Zied Bouraoui
We present Mode(Multi-Objective adaptive Data Efficiency), a framework that dynamically combines coreset selection strategies based on their evolving contribution to model performa…