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20212026
most citedA Survey: Collaborative Hardware and Software Design in the Era of Large Language Models

3 citations · 5 across the 7 of their papers we have counts for

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cs.LG2025

Hamming Attention Distillation: Binarizing Keys and Queries for Efficient Long-Context Transformers

Mark Horton, Tergel Molom-Ochir, Peter Liu +8

Pre-trained transformer models with extended context windows are notoriously expensive to run at scale, often limiting real-world deployment due to their high computational and mem…

cs.LG2024

MonoSparse-CAM: Efficient Tree Model Processing via Monotonicity and Sparsity in CAMs

Tergel Molom-Ochir, Brady Taylor, Hai Li +1

While the tree-based machine learning (TBML) models exhibit superior performance compared to neural networks on tabular data and hold promise for energy-efficient acceleration usin…