Topic
plug-and-play
Artificial Intelligence #ts-memory#memory
TS-Memory: A Plug-and-Play Memory Adapter for Time Series Foundation Models
TS-Memory, a lightweight memory adapter proposed by researchers, addresses distribution shift in time series foundation models. It uses Parametric Memory Distillation to combine the benefits of parametric adaptation and non-parametric retrieval without their drawbacks, achieving consistent forecasting improvements with minimal overhead.
Jun 16, 2026 1 source
Artificial Intelligence #plug-and-play#product-unit
PURe Module Enhances Vision Networks by Adding Multiplicative Local Interactions
Researchers propose PURe, a Product-Unit Residual Module that introduces explicit multiplicative local interactions into deep vision networks. The module serves as a drop-in replacement for native residual units, consistently improving performance on benchmarks like ImageNet and CIFAR-10 while using smaller parameter budgets.
Jun 16, 2026 1 source