All Stories

  1. A Computation and Energy Efficient Hardware Architecture for SSL Acceleration
  2. AyE-Edge: Automated Deployment Space Search Empowering Accuracy yet Efficient Real-Time Object Detection on the Edge
  3. A Data-Loader Tunable Knob to Shorten GPU Idleness for Distributed Deep Learning
  4. Late Breaking Result: AQFP-aware Binary Neural Network Architecture Search
  5. SupeRBNN: Randomized Binary Neural Network Using Adiabatic Superconductor Josephson Devices
  6. Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration
  7. Mobile or FPGA? A Comprehensive Evaluation on Energy Efficiency and a Unified Optimization Framework
  8. Optimizing Data Layout for Training Deep Neural Networks
  9. HMC-T RAN
  10. ClickTrain
  11. FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator
  12. Real-Time Mobile Acceleration of DNNs
  13. New passive and active attacks on deep neural networks in medical applications