most citedA Practical Guide to Counterfactual Estimators for Causal Inference with Time-Series Cross-Sectional Data

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cs.AI2026

Energy Ring: Stabilizing Feature Energy for Reliable Test-Time Discovery

Tianle Liu, Fan Lyu, Tingliang Feng +6

Test-Time Discovery (TTD) aims to recognize known classes and detect novel ones while the model is already deployed, operating directly on a continual unlabeled test-time stream. E…