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cs.LG2026
Identifiable Multimodal Causal Representation Learning under Partial Latent Sharing
Manal Benhamza, Marianne Clausel, Myriam Tami
Causal representation learning (CRL) seeks to uncover meaningful latent variables and their corresponding causal structure from high-dimensional observational data. Although its si…
cs.LG2025
Adaptive Regime-Switching Forecasts with Distribution-Free Uncertainty: Deep Switching State-Space Models Meet Conformal Prediction
Echo Diyun LU, Charles Findling, Marianne Clausel +3
Regime transitions routinely break stationarity in time series, making calibrated uncertainty as important as point accuracy. We study distribution-free uncertainty for regime-swit…