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Ayesha Siddique

9 papers hereh-index 682 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author8
  • middle author1

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • cs.CR3
  • cs.LG2
  • cs.AI1
  • cs.AR1
  • cs.NE1
  • eess.SP1

identity via Semantic Scholar / OpenAlex

activity
20182025
most citedExposing Reliability Degradation and Mitigation in Approximate DNNs under Permanent Faults

20 citations · 31 across the 9 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2025

Explainable AI-Guided Efficient Approximate DNN Generation for Multi-Pod Systolic Arrays

Ayesha Siddique, Khurram Khalil, Khaza Anuarul Hoque

Approximate deep neural networks (AxDNNs) are promising for enhancing energy efficiency in real-world devices. One of the key contributors behind this enhanced energy efficiency in…

cs.LG2021

Exploring Fault-Energy Trade-offs in Approximate DNN Hardware Accelerators

Ayesha Siddique, Kanad Basu, Khaza Anuarul Hoque

Systolic array-based deep neural network (DNN) accelerators have recently gained prominence for their low computational cost. However, their high energy consumption poses a bottlen…

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