JEPA world model encoders can grow successively as tasks demand rather than being pre-allocated at maximum capacity, achieving significant compute and data efficiency

JEPA world model encoders need not be pre-allocated at maximum capacity - they can grow successively as the task demands, achieving significant compute and data efficiency while maintaining representation quality

http://arxiv.org/abs/2608.27367v1