Continual Learning

2026

CE4L: Continual Ego, Exo, and Ego-Exo Learning
Perception for embodied agents is video-based, often multi-view (ego, exo, or both), and inherently continual, with simultaneous task …
BriMA: Bridged Modality Adaptation for Multi-Modal Continual Action Quality Assessment
Action Quality Assessment (AQA) aims to score how well an action is performed and is widely used in sports analysis, rehabilitation …
FlyPrompt: Brain-Inspired Random-Expanded Routing with Temporal-Ensemble Experts for General Continual Learning
General continual learning (GCL) challenges intelligent systems to learn from single-pass, non-stationary data streams without clear …
PACE: Pretrained Audio Continual Learning
Audio is a fundamental modality for analyzing speech, music, and environmental sounds. While pretrained audio models have significantly …

2025

Adaptive Score Alignment Learning for Continual Perceptual Quality Assessment of 360-Degree Videos in Virtual Reality
Virtual Reality Video Quality Assessment (VR-VQA) aims to evaluate the perceptual quality of 360-degree videos, which is crucial for …
Continual Action Quality Assessment via Adaptive Manifold-Aligned Graph Regularization
Action Quality Assessment (AQA) quantifies human actions in videos, supporting applications in sports scoring, rehabilitation, and …

2024

MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
Action Quality Assessment (AQA) evaluates diverse skills but models struggle with non-stationary data. We propose Continual AQA (CAQA) …