Skip to content

Research

Page 38 of 104

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech

research note

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech

·10 min read·Xuanjun Chen, Yun-Shing Wu, Wei-Chung Lu et al.

This paper tackles the critical problem of poor generalization in deepfake speech detection when models trained on proxy resynthesized data (CoRS) encounter real-world synthesized speech (CodecFake…

researchdeepfake-speech-detectiondomain-shift-augmentationself-supervised-learningproxy-to-wild-generalization

Read note → Source paper ↗

Twelve quick tips for designing AI-driven HPC workflows

research note

Twelve quick tips for designing AI-driven HPC workflows

·6 min read·Jamie J. Alnasir

This paper addresses the growing challenges in designing high-performance computing (HPC) workflows that integrate artificial intelligence (AI) components, especially foundation models, which intro…

researchai-driven-workflowshigh-performance-computingworkflow-orchestrationcontainerization

Read note → Source paper ↗

Unsupervised Continual Clustering via Forward-Backward Knowledge Distillation

research note

Unsupervised Continual Clustering via Forward-Backward Knowledge Distillation

·10 min read·Mohammadreza Sadeghi, Sareh Soleimani, Zihan Wang et al.

This paper addresses the problem of unsupervised continual clustering (UCC), where a neural network must cluster data from a sequence of distinct, unlabeled tasks without storing past data or labels

researchunsupervised-continual-learningdeep-clusteringknowledge-distillationcatastrophic-forgetting

Read note → Source paper ↗

Verifiable and Confidential DNN Inference on Low-End Edge Devices

research note

Verifiable and Confidential DNN Inference on Low-End Edge Devices

·8 min read·Mohamed Khalil Kiri, Ivan De Oliveira Nunes, Aurélien Francillon et al.

This paper addresses the dual challenge of performing deep neural network (DNN) inference on low-end edge devices while simultaneously protecting model confidentiality and enabling verifiable infer…

researchtrusted-execution-environmentedge-inference-securitymodel-confidentialitytrustzone-m

Read note → Source paper ↗

Articles are CC BY 4.0 — feel free to quote with attribution