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Generalized Audio Deepfake Detection Using Frame-level Latent Information Entropy
Generalizability, the capacity of a robust model to perform effectively on unseen data, is crucial for audio deepfake detection due to …
Botao Zhao
,
Zuheng Kang
,
Yayun He
,
Xiaoyang Qu
,
Junqing Peng
,
Jing Xiao
,
Jianzong Wang
Cite
arXiv
Logic Consistency Makes Large Language Models Personalized Reasoning Teachers
TBD
Bingyuan Zhang
,
Xulong Zhang
,
Yong Zhang
,
Jun Yu
,
Jianzong Wang
Cite
MADLLM: Multivariate Anomaly Detection via Pre-trained LLMs
When applying pre-trained large language models (LLMs) to address anomaly detection tasks, the multivariate time series (MTS) modality …
Wei Tao
,
Xiaoyang Qu
,
Kai Lu
,
Jiguang Wan
,
Guokuan Li
,
Jianzong Wang
Cite
arXiv
Rano: Restorable Speaker Anonymization via Conditional Invertible Neural Network
TBD
Jianzong Wang
,
Xulong Zhang
,
Xiaoyang Qu
Cite
Enhancing Multi-Agent Systems via Reinforcement Learning with LLM-based Planner and Graph-based Policy
Multi-agent systems (MAS) have shown great potential in executing complex tasks, but coordination and safety remain significant …
Ziqi Jia
,
Junjie Li
,
Xiaoyang Qu
,
Jianzong Wang
Cite
arXiv
CycleFlow: Leveraging Cycle Consistency in Flow Matching for Speaker Style Adaptation
Voice Conversion (VC) aims to convert the style of a source speaker, such as timbre and pitch, to the style of any target speaker while …
Ziqi Liang
,
Xulong Zhang
,
Chang Liu
,
Xiaoyang Qu
,
Weifeng Zhao
,
Jianzong Wang
Cite
arXiv
IEEE
Graph Contrastive Learning with Decoupled Augmentation
Graph contrastive learning based on augmentation strategies has recently demonstrated remarkable performance. Existing methods …
Shihao Gao
,
Caoshuo Li
,
Cunli Mao
,
Xulong Zhang
,
Xiaoyang Qu
,
Taisong Jin
,
Jianzong Wang
PDF
Cite
IEEE
Homogeneous Graph Extraction: An Approach to Learning Heterogeneous Graph Embedding
Heterogeneous Graph Neural Networks (HGNNs) aim to embed rich structural and semantic information of heterogeneous graphs into …
Shihao Gao
,
Xiaoyan Yu
,
Yu Cai
,
Xulong Zhang
,
Jianzong Wang
,
Taisong Jin
PDF
Cite
IEEE
PointActionCLIP: Preventing Transfer Degradation in Point Cloud Action Recognition with a Triple-Path CLIP
Directly applying CLIP to point cloud action recognition can cause severe accuracy collapse. In this paper, we propose PointActionCLIP, …
Wei Tao
,
Shenglin He
,
Xiaoyang Qu
,
Jiguang Wan
,
Jianzong Wang
PDF
Cite
IEEE
VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD Detection
As object detectors are increasingly deployed as black-box cloud services or pre-trained models with restricted access to the original …
Bin Zhang
,
Xiaoyang Qu
,
Guokuan Li
,
Jiguang Wan
,
Jianzong Wang
PDF
Cite
arXiv
IEEE
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