catastrophic forgetting 1continual learning 1function preserving 1neural architecture 1transformer models 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Gate-Zero Growth: A Geometric Framework for Function-Preserving Continual Learning
Dante Lok
The paper proposes gate-zero growth, a function‑preserving operator that adds new residual blocks via a zero‑initialized gate, enabling controlled function drift and near‑zero forg…
cs.CV2026
MODEST: Multi-Optics Depth-of-Field Stereo Dataset
Nisarg K. Trivedi, Vinayak A. Belludi, Vinayaka A. Belludi +1
Training and evaluation of state-of-the-art computer vision algorithms for reliable shallow depth of field (DoF) rendering and defocus deblurring remain constrained by a persistent…