eai-lab
Embedded Artificial Intelligence Lab (EAI LAB) at UNIST
UNIST AI Graduate School and Computer Science and EngineeringUlsan, South Korea
Pinned Repositories
CAFO
[KDD 2024] CAFO: Feature-Centric Explanation on Time Series Classification
DeepFunctionalNetwork
[IPSN 2021] Deep Functional Network (DFN): Functional Interpretation of Deep Neural Networks for Intelligent Sensing Systems
Intermittent-Learning
[UbiComp 2020] Intermittent Learning: On-Device Machine Learning on Intermittently Powered System
NeuralWeightVirtualization
[MobiSys 2020] Fast and Scalable In-memory Deep Multitask Learning via Neural Weight Virtualization
Neuro.ZERO
[SenSys 2019] Neuro.ZERO: A Zero-Energy Neural Network Accelerator for Embedded Sensing and Inference Systems
On-DemandFL
[AISTATS 2024] On-Demand Federated Learning for Arbitrary Target Class Distributions
On-NAS
[SenSys 2023] On-NAS: On-Device Neural Architecture Search on Memory-Constrained Intelligent Embedded Systems
SoftmaxOutputApproximation
[NeurIPS 2023] Softmax Output Approximation for Activation Memory-Efficient Training of Attention-based Networks
SubFlow
[RTAS 2020] SubFlow: A Dynamic Induced-Subgraph Strategy Toward Real-Time DNN Inference and Training
WeightSeparation
[PerCom 2022] Weight Separation for Memory-Efficient and Accurate Deep Multitask Learning
eai-lab's Repositories
eai-lab/On-NAS
[SenSys 2023] On-NAS: On-Device Neural Architecture Search on Memory-Constrained Intelligent Embedded Systems
eai-lab/SoftmaxOutputApproximation
[NeurIPS 2023] Softmax Output Approximation for Activation Memory-Efficient Training of Attention-based Networks
eai-lab/CAFO
[KDD 2024] CAFO: Feature-Centric Explanation on Time Series Classification
eai-lab/On-DemandFL
[AISTATS 2024] On-Demand Federated Learning for Arbitrary Target Class Distributions
eai-lab/Intermittent-Learning
[UbiComp 2020] Intermittent Learning: On-Device Machine Learning on Intermittently Powered System
eai-lab/WeightSeparation
[PerCom 2022] Weight Separation for Memory-Efficient and Accurate Deep Multitask Learning
eai-lab/DeepFunctionalNetwork
[IPSN 2021] Deep Functional Network (DFN): Functional Interpretation of Deep Neural Networks for Intelligent Sensing Systems
eai-lab/NeuralWeightVirtualization
[MobiSys 2020] Fast and Scalable In-memory Deep Multitask Learning via Neural Weight Virtualization
eai-lab/Neuro.ZERO
[SenSys 2019] Neuro.ZERO: A Zero-Energy Neural Network Accelerator for Embedded Sensing and Inference Systems
eai-lab/SubFlow
[RTAS 2020] SubFlow: A Dynamic Induced-Subgraph Strategy Toward Real-Time DNN Inference and Training