Datasets:
Add ssl-feature-gating LRLspoof submission (srr_complement 22.23%)
Browse files
submissions/ssl-feature-gating.yaml
ADDED
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schema_version: 5
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system:
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name: SSL Feature Gating
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slug: ssl-feature-gating
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description: 'Multi-level SSL Feature Gating for audio deepfake detection: a gating
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mechanism over XLS-R (wav2vec2-xls-r-300m) hidden states as front-end, Multi-kernel
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gated Convolution (MultiConv) back-end with CKA-enforced feature diversity, and
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multi-head attention pooling. Raw-waveform, FP32, deterministic first-64600-sample
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(4 s) window. Higher score = more bona fide.
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'
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code: https://github.com/hoanmyTran/dissimilarity_deepfake_detection
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checkpoint: https://huggingface.co/SpeechAntiSpoofingBenchmarks/SSL-Feature-Gating/blob/main/acmmm25_best_model.ckpt
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params_millions: 318.08
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paper:
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arxiv_id: 10.1145/3746027.3754568
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url: https://dl.acm.org/doi/10.1145/3746027.3754568
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bibtex: "@inproceedings{tran2025ssl,\n title = {Multi-level SSL Feature Gating\
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\ for Audio Deepfake Detection},\n author = {Tran, Hoan My and Lolive, Damien\
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\ and Sini, Aghilas and Delhay, Arnaud and Marteau, Pierre-Fran\\c{c}ois and\
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\ Guennec, David},\n booktitle = {Proceedings of the 33rd ACM International\
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\ Conference on Multimedia (MM '25)},\n year = {2025},\n doi =\
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\ {10.1145/3746027.3754568}\n}\n"
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dataset:
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id: lab260/LRLspoof
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revision: 5caf11349cf96aa198527cfb040cdba585cdd49e
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split: test
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scores:
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srr_complement: 22.22917428646134
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n_trials: 1304455
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n_skipped: 286
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calibration:
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source_dataset: SpeechAntiSpoofingBenchmarks/DeepVoice
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threshold: -2.6297106815286626
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artifact:
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scores_url: https://huggingface.co/SpeechAntiSpoofingBenchmarks/SSL-Feature-Gating/resolve/d0a701802ac9e8eced4469594d2edf5203b02d9d/.eval_results/lab260/LRLspoof/scores.txt
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scores_sha256: 7749f02fd87bde8fca08a236cfb0561087ff7bb5176a45def75631cd020ea7c7
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bench_version: speech-spoof-bench==0.4.1
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reproduction:
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reproduced_by: SpeechAntiSpoofingBenchmarks
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reproduced_at: '2026-06-23'
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reproduced_bench_version: speech-spoof-bench==0.4.1
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match: scoring
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submitter:
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hf_username: korallll
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contact: k.n.borodin@mtuci.ru
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submitted_at: '2026-06-23'
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notes: SSL Feature Gating on LRLspoof (spoof-only, srr_complement = 1-SRR, lower better).
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TensorRT engine (parity-verified vs PyTorch). Scored 1,304,455 of 1,304,455 TTS
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utterances; 286 source files are empty/zero-length (skipped), 172 corrupt-header
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WAVs recovered via ffmpeg. Audio resampled per-file to 16 kHz; score = net(x)[:,1]
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(higher = bona fide). t* = this model's own DeepVoice EER operating-point threshold
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(DeepVoice EER 25.48%), transferred via the calibration block. Verified with reproduce
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--scoring.
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