3 papers
cs.LG2026
EviTrack: Selection over Sampling for Delayed Disambiguation
Omer Haq
Sequential prediction is challenging in regimes of delayed disambiguation, where early observations are ambiguous and multiple latent explanations remain plausible until sufficient…
cs.LG2026
LatentTrack: Sequential Weight Generation via Latent Filtering
Omer Haq
We introduce LatentTrack (LT), a sequential neural architecture for online probabilistic prediction under nonstationary dynamics. LT performs causal Bayesian filtering in a low-dim…
cs.LG2026
Functional Distribution Networks (FDN)
Omer Haq
Modern probabilistic regressors often remain overconfident under distribution shift. Functional Distribution Networks (FDN) place input-conditioned distributions over network weigh…