Search Results for author: Junde Li

Found 7 papers, 1 papers with code

Random Relabeling for Efficient Machine Unlearning

no code implementations21 May 2023 Junde Li, Swaroop Ghosh

Learning algorithms and data are the driving forces for machine learning to bring about tremendous transformation of industrial intelligence.

Machine Unlearning

Energy-based Generative Models for Target-specific Drug Discovery

no code implementations5 Dec 2022 Junde Li, Collin Beaudoin, Swaroop Ghosh

Drug targets are the main focus of drug discovery due to their key role in disease pathogenesis.

Drug Discovery

Analysis of Power-Oriented Fault Injection Attacks on Spiking Neural Networks

no code implementations10 Apr 2022 Karthikeyan Nagarajan, Junde Li, Sina Sayyah Ensan, Mohammad Nasim Imtiaz Khan, Sachhidh Kannan, Swaroop Ghosh

We investigate the impact of the attacks on digit classification tasks and find that in the worst-case scenario, classification accuracy is reduced by 85. 65%.

Classification

Scalable Variational Quantum Circuits for Autoencoder-based Drug Discovery

no code implementations15 Nov 2021 Junde Li, Swaroop Ghosh

The architectural strategies in hybrid quantum classical networks such as, adjustable quantum layer depth, heterogeneous learning rates, and patched quantum circuits are proposed to learn high dimensional dataset such as, ligand-targeted drugs.

Drug Discovery Quantum Machine Learning +1

Quantum Generative Models for Small Molecule Drug Discovery

1 code implementation9 Jan 2021 Junde Li, Rasit Topaloglu, Swaroop Ghosh

We propose a qubit-efficient quantum GAN with a hybrid generator (QGAN-HG) to learn richer representation of molecules via searching exponentially large chemical space with few qubits more efficiently than classical GAN.

Drug Discovery

Quantum-soft QUBO Suppression for Accurate Object Detection

no code implementations ECCV 2020 Junde Li, Swaroop Ghosh

Non-maximum suppression (NMS) has been adopted by default for removing redundant object detections for decades.

Object object-detection +2

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