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2 papers match

cs.LG2026

The Art of Not Forgetting A Local Learning Architecture for Continual Learning

Ashmith Atmuri, Yashaswini Rao Bhogarajula

The paper presents CMP, a continual‑learning system that encodes inputs as sparse relational codes, stores them in a two‑tier competitive memory, and learns via local updates witho…

#continual learning#sparse representations#local learning#memory architecture

cs.CV2026

Improved Robustness from Biologically Inspired Sparse Contrast Representations

Lorena Stracke, Lia Nimmermann, Shashank Agnihotri +3

The paper introduces a fixed, model‑agnostic preprocessing step inspired by retinal processing that applies color remapping and local contrast extraction to create sparse image rep…

#semantic segmentation#robustness to illumination#sparse representations#biologically inspired preprocessing