Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection | Paper Citation Record

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This paper cites Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection

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This paper cites Hand-crafted Feature-based Audio Deepfake Detec- tion Hand-crafted features (e.g., Mel Spectrogram) are widely used across many speech-related fields.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Hand-crafted Feature-based Audio Deepfake Detec- tion Hand-crafted features (e.g., Mel Spectrogram) are widely used across many speech-related fields

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This paper cites Considering this, we propose two methods to explicitly allow the system to understand the special information: multitask (MT) and gradient reversal layer (GRL).

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Considering this, we propose two methods to explicitly allow the system to understand the special information: multitask (MT) and gradient reversal layer (GRL)

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This paper cites Datasets We construct a large-scale unified corpus for training and vali- dation by combining multiple publicly available datasets.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Datasets We construct a large-scale unified corpus for training and vali- dation by combining multiple publicly available datasets

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This paper cites an unresolved cited work.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Unresolved cited work

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Unresolved cited work

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This paper cites First, MT and GRL are investigated as two separate strategies.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection First, MT and GRL are investigated as two separate strategies

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This paper cites We thank Jan Vainer from Meaning for his helpful assistance.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection We thank Jan Vainer from Meaning for his helpful assistance

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This paper cites All research ideas, experimental design, implemen- tation, data analysis, results, and conclusions were developed and finalized by the author.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection All research ideas, experimental design, implemen- tation, data analysis, results, and conclusions were developed and finalized by the author

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This paper cites Asr model adaptation for rare words using synthetic data generated by multiple text- to-speech systems,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Asr model adaptation for rare words using synthetic data generated by multiple text- to-speech systems,

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This paper cites The defender's perspective on automatic speaker verification: An overview.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection The defender's perspective on automatic speaker verification: An overview

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This paper cites Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward

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This paper cites A comprehensive survey with critical analysis for deepfake speech detection,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection A comprehensive survey with critical analysis for deepfake speech detection,

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Observation e68dc202-5c55-41f7-83aa-9ae2f8939c64 · outbound

This paper cites Improving automatic speech recogni- tion performance for low-resource languages with self-supervised models,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Improving automatic speech recogni- tion performance for low-resource languages with self-supervised models,

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This paper cites ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf models.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf models

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This paper cites A survey on speech deep- fake detection,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection A survey on speech deep- fake detection,

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This paper cites Singing Voice Graph Modeling for SingFake Detection.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Singing Voice Graph Modeling for SingFake Detection

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This paper cites Slim: Style- linguistics mismatch model for generalized audio deepfake de- tection,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Slim: Style- linguistics mismatch model for generalized audio deepfake de- tection,

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Observation 33f2ccd8-6bb8-46b3-87c4-77a1fb6909b3 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

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This paper cites A robust audio deepfake detection system via multi-view fea- ture,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection A robust audio deepfake detection system via multi-view fea- ture,

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This paper cites V oice deepfake detec- tion using the self-supervised pre-training model hubert,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection V oice deepfake detec- tion using the self-supervised pre-training model hubert,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Ur channel-robust syn- thetic speech detection system for asvspoof 2021,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Transferring audio deepfake detection capability across lan- guages,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection An empirical study on channel effects for synthetic voice spoofing countermeasure systems,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Vfd-net: V ocoder fingerprints detection for fake audio,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Synthetic Speech Detection Based on Temporal Consistency and Distribution of Speaker Features

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This paper cites Hm-conformer: A conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification to- ken aggregation methods,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Hm-conformer: A conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification to- ken aggregation methods,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Conformer: Convolution-augmented Transformer for Speech Recognition

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Generalized Spoofing Detection Inspired from Audio Generation Artifacts

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Audio deep- fake detection with self-supervised wavlm and multi-fusion atten- tive classifier,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Comprehensive layer-wise analysis of ssl models for audio deep- fake detection,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Aasist: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection A SUPERB-Style Benchmark of Self-Supervised Speech Models for Audio Deepfake Detection

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Free English and Czech telephone speech corpus shared under the CC-BY-SA 3.0 license,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Leveraging mixture of experts for improved speech deepfake de- tection,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Dive into moe: Diversity-enhanced reconstruction of large lan- guage models from dense into mixture-of-experts,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Asvspoof: The automatic speaker verification spoofing and countermeasures challenge,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection For: A dataset for synthetic speech detection

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Dfadd: The diffusion and flow- matching based audio deepfake dataset,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Mlaad: The multi- language audio anti-spoofing dataset,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection The codecfake dataset and counter- measures for the universally detection of deepfake audio,

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Spoofceleb: Speech deepfake detection and sasv in the wild,

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Observation 4cf96ebb-5e36-4cfc-a81d-51b399b4e03d · outbound

This paper cites Lib- rispeech: an asr corpus based on public domain audio books,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Lib- rispeech: an asr corpus based on public domain audio books,

Reference 55

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Observation 8aaa4204-8a79-4717-82db-f85feee7723d · outbound

This paper cites The first voiceprivacy attacker challenge,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection The first voiceprivacy attacker challenge,

Reference 56

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Observation 59ab9dcc-0244-48d2-babc-d75a5abcf011 · outbound

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Sonar: A synthetic ai-audio de- tection framework and benchmark,

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-31T23:27:04.250123Z

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Observation c33881f8-9152-46fc-b8b9-8e2b25825690 · outbound

This paper cites Ai-synthesized voice detection using neural vocoder artifacts,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Ai-synthesized voice detection using neural vocoder artifacts,

Reference 58

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Observation e555d357-2c8f-490e-a7b1-7f800f4d580d · outbound

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 59

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Observation 25652869-4f36-42b9-9d04-e7c566a13d34 · outbound

This paper cites Does audio deepfake detection generalize?.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Does audio deepfake detection generalize?

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Add 2022: the first audio deep synthe- sis detection challenge,

Reference 61

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection ADD 2023: the Second Audio Deepfake Detection Challenge

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This paper cites Exploring generalization to unseen audio data for spoofing: Insights from ssl models,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Exploring generalization to unseen audio data for spoofing: Insights from ssl models,

Reference 63

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This paper cites Speech df arena: A leaderboard for speech deepfake detection models,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Speech df arena: A leaderboard for speech deepfake detection models,

Reference 64

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This paper cites Do compact ssl backbones matter for audio deepfake detection? a controlled study with raptor,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Do compact ssl backbones matter for audio deepfake detection? a controlled study with raptor,

Reference 65

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Observation bdbad376-d924-4084-97f4-3d7afb90acff · outbound

This paper cites Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech Detection.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech Detection

Reference 66

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Observation fc7fa19f-d842-4e15-ad1c-caa868fcd650 · outbound

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Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Nes2net: A lightweight nested architecture for foundation model driven speech anti-spoofing,

Reference 67

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This paper cites Xlsr-mamba: A dual-column bidirec- tional state space model for spoofing attack detection,.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Xlsr-mamba: A dual-column bidirec- tional state space model for spoofing attack detection,

Reference 68

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Observation 657211b7-434e-4d3e-bf65-3943286f554b · outbound

This paper cites Improved DeepFake Detection Using Whisper Features.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection Improved DeepFake Detection Using Whisper Features

Reference 69

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Observation 43581c37-f2a4-4509-babf-e337a3a127d3 · outbound

This paper cites SpeechBrain: A General-Purpose Speech Toolkit.

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection SpeechBrain: A General-Purpose Speech Toolkit

Reference 70

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