2026
Multi-Task Test-time Adaptation via Gradient Consensus and Plasticity Constraint
AAAI 2026technical
Multi-task test-time adaptation (MT-TTA) aims to adapt pre-trained models to dynamic environments during multi-task inference by leveraging unlabeled test data. This task is particularly challenging as different tasks respond divergently to distribution shifts, and mixed input streams containing bot