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09/04/2023
Dropout Attacks
Dropout is a common operator in deep learning, aiming to prevent overfit...
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11/28/2022
Personalized Reward Learning with Interaction-Grounded Learning (IGL)
In an era of countless content offerings, recommender systems alleviate ...
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07/26/2022
Finding Deep-Learning Compilation Bugs with NNSmith
Deep-learning (DL) compilers such as TVM and TensorRT are increasingly u...
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03/07/2022
I-GCN: A Graph Convolutional Network Accelerator with Runtime Locality Enhancement through Islandization
Graph Convolutional Networks (GCNs) have drawn tremendous attention in t...
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02/01/2022
AlphaDesign: A graph protein design method and benchmark on AlphaFoldDB
While DeepMind has tentatively solved protein folding, its inverse probl...
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01/27/2022
Prediction of GPU Failures Under Deep Learning Workloads
Graphics processing units (GPUs) are the de facto standard for processin...
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10/19/2021
An Empirical Study: Extensive Deep Temporal Point Process
Temporal point process as the stochastic process on continuous domain of...
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10/04/2021
Git: Clustering Based on Graph of Intensity Topology
Accuracy, Robustness to noises and scales, Interpretability, Speed, and ...
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09/18/2021
Serving DNN Models with Multi-Instance GPUs: A Case of the Reconfigurable Machine Scheduling Problem
Multi-Instance GPU (MIG) is a new feature introduced by NVIDIA A100 GPUs...
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06/21/2021
GraphMixup: Improving Class-Imbalanced Node Classification on Graphs by Self-supervised Context Prediction
Recent years have witnessed great success in handling node classificatio...
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05/16/2021
Self-supervised on Graphs: Contrastive, Generative,or Predictive
Deep learning on graphs has recently achieved remarkable success on a va...
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11/10/2020
ARENA: Asynchronous Reconfigurable Accelerator Ring to Enable Data-Centric Parallel Computing
The next generation HPC and data centers are likely to be reconfigurable...
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12/19/2019
Detecting Incorrect Behavior of Cloud Databases as an Outsider
Cloud DBs offer strong properties, including serializability, sometimes ...
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01/18/2019
Taming Distrust in the Decentralized Internet with PIXIU
Decentralized Internet is booming. People are fascinated by its promise ...
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11/10/2018