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This work demonstrates the practicality of automating processing-in-memory (PIM) design for large-scale recommender models. The proposed framework, AutoRAC, casts the joint …
Jun 17, 2025 · Processing in memory (PIM) has received significant attention due to its high efficiency, low latency, and parallelism. In optical computation, coherent memory is a crucial …
Feb 28, 2025 · Abstract page for arXiv paper 2502.21259: Optimizing and Exploring System Performance in Compact Processing-in-Memory-based Chips
Inspired by these insights, we propose Pimba, an acceleration solution that addresses the memory bandwidth bottleneck by jointly exploiting (1) Processing-in-Memory (PIM) paradigm, and (2) …
Jul 5, 2024 · This paper addresses the challenge of creating a neural architecture for very long sequences that requires constant time for processing new information at each time step. Our …
May 26, 2025 · In this paper, we share our reflections and insights on understanding Transformer architectures through the lens of associative memory--a classic psychological concept inspired …
Aug 2, 2025 · Abstract We investigate how feature correlations influence the capacity of Dense Associative Memory (DAM), a Transformer attention-like model. Practical machine learning …
Jul 8, 2025 · This tutorial provides an approachable introduction to Associative Memories, emphasizing the modern language and methods used in this area of research, with practical …
Abstract Memory Mosaics [Zhang et al., 2025], networks of associative memories, have demonstrated appealing compositional and in-context learning capabilities on medium-scale …
Dec 5, 2020 · This paper discusses recent research that aims to enable computation close to data, an approach we broadly call processing-in-memory (PIM). PIM places computation mechanisms …
Mar 1, 2022 · Associative processors (APs) were proposed in the seventies and recently were revived thanks to the high-density memories. In this tutorial brief, we overview the functionalities …
Aug 28, 2024 · Processing-in-Memory (PIM) enhances memory with computational capabilities, potentially solving energy and latency issues associated with data transfer between memory and …
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