Paper Notes Archive

Brief Notes

• USENIX FAST 2023 ^#B01 _{2023.06-2023.07}

  A collection of brief, topic-focused notes on FAST '23 papers for a quick read.
  FAST, 2023

Paper Notes

• SecretFlow-SPU ^#01 _2023.08.03

  ATC, 2023

• Cyclosa ^#02 _2023.08.04

  GraphSearch ATC, 2023

• SHADE: Enable Fundamental Cacheability for Distributed Deep Learning Training ^#03 _2023.08.07

  DeepLearning, FileI/O
  FAST, 2023

• Not All Samples Are Created Equal: Deep Learning with Importance Sampling ^#04 _2023.08.21

  DeepLearning, FileI/O
  ICML, 2018

• Clairvoyant Prefetching for Distributed Machine Learning I/O ^#05 _2023.11.07

  NoPFS
  DeepLearning, Distributed, FileI/O
  SC, 2021

• Accelerating Data Loading in Deep Neural Network Training ^#06 _2023.11.07

  DeepLearning, Distributed, FileI/O
  HiPC, 2019

• Why Globally Re-shuffle? Revisiting Data Shuffling in Large Scale Deep Learning ^#07 _2023.11.08

  DeepLearning, Distributed, FileI/O
  IPDPS, 2022

• Entropy-Aware I/O Pipelining for Large-Scale Deep Learning on HPC Systems ^#08 _2023.11.08

  DeepIO
  DeepLearning, Distributed, FileI/O
  MASCOTS, 2018

• Refurbish Your Training Data: Reusing Partially Augmented Samples for Faster Deep Neural Network Training ^#09 _2023.11.21

  Revamper
  DeepLearning, FileI/O
  ATC, 2021

• Training Deep Models Faster with Robust, Approximate Importance Sampling ^#10 _2023.11.22

  RAIS
  DeepLearning, FileI/O
  NIPS, 2018

• Are You Killing Time? Predicting Smartphone Users' Time-killing Moments via Fusion of Smartphone Sensor Data and Screenshots ^#11 _2023.12.04

  Mobile
  CHI, 2023

• Early-Adaptor: An Adaptive Framework for Proactive UVM Memory Management ^#12 _2023.12.09

  UnifiedMemory
  ISPASS, 2023

• Batch-Aware Unified Memory Management in GPUs for Irregular Workloads ^#13 _2023.12.26

  GraphSearch, UnifiedMemory
  ASPLOS, 2020

• Adaptive Page Migration for Irregular Data-intensive Applications under GPU Memory Oversubscription ^#14 _2024.01.08

  UnifiedMemory
  IPDPS, 2020

• Faster Neural Network Training with Data Echoing ^#15 _2024.02.08

  DeepLearning, FileI/O
  2019

• Computational Storage for an Energy-Efficient Deep Neural Network Training System ^#16 _2024.03.03

  ComputationalStorage, DeepLearning, NonVolatileMemory
  Euro-Par, 2023

• FlashNeuron: SSD-Enabled Large-Batch Training of Very Deep Neural Networks ^#17 _2024.03.13

  FAST, 2021

• λ-IO: A Unified IO Stack for Computational Storage ^#18 _2024.03.14

  ComputationalStorage, FileI/O
  FAST, 2023

• A Fast and Flexible Hardware-based Virtualization Mechanism for Computational Storage Devices ^#19 _2024.03.15

  ComputationalStorage
  ATC, 2021

• Deep Active Learning for Image Classification ^#20 _2024.06.21

  DeepLearning, FileI/O
  ICIP, 2017

• Deep Bayesian active learning with image data ^#21 _2024.08.17

  DeepLearning, FileI/O
  ICML, 2017

• Memory Harvesting in Multi-GPU Systems with Hierarchical Unified Virtual Memory ^#22 _2024.10.14

  HUVM
  UnifiedMemory
  ATC, 2022

• CSOT: Curriculum and Structure-Aware Optimal Transport for Learning with Noisy Labels ^#23 _2025.08.17

  DeepLearning
  NIPS, 2023