#hardware-aware News & Analysis

2 articles tagged with #hardware-aware. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · 5d ago7/10

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HASTE: Hardware-Aware Dynamic Sparse Training for Large Output Spaces

Researchers introduce HASTE, a hardware-aware sparse training method for extreme multi-label classification that uses group-shared fixed fan-in sparsity to optimize GPU execution. The approach achieves up to 25x speedup in backward passes compared to standard sparse methods while maintaining competitive accuracy, addressing the memory-compute bottleneck in models with millions of output labels.

AINeutralarXiv – CS AI · Mar 34/105

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SEval-NAS: A Search-Agnostic Evaluation for Neural Architecture Search

Researchers propose SEval-NAS, a new evaluation mechanism for neural architecture search that converts architectures to strings and predicts performance metrics like accuracy, latency, and memory usage. The method shows particular strength in predicting hardware costs and can be integrated into existing NAS frameworks with minimal changes.