Datasets:
submissions: add aasist3
#10
by korallll - opened
- submissions/aasist3.yaml +58 -0
submissions/aasist3.yaml
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schema_version: 4
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system:
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name: AASIST3
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slug: aasist3
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description: 'KAN-enhanced AASIST speech deepfake detector with a wav2vec 2.0 (XLS-R-53)
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self-supervised front-end. SSL features are projected to 128-d through a Kolmogorov-Arnold
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(KAN) bridge, processed by a RawNet2-style residual encoder and spectro-temporal
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graph-attention layers, and classified by a four-branch inference head with a
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KAN output layer. ASVspoof 2024 Challenge system; the published lab260/AASIST3
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checkpoint (note: these weights differ from the paper results). FP32, preemphasis
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(0.97), deterministic first-64600-sample window (no random crop). score = output
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logit for class 1 (bona fide).
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'
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code: https://github.com/mtuciru/AASIST3
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checkpoint: https://huggingface.co/lab260/AASIST3
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paper:
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arxiv_id: '2408.17352'
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url: https://arxiv.org/abs/2408.17352
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bibtex: "@inproceedings{borodin24_asvspoof,\n title={AASIST3: KAN-enhanced AASIST\
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\ speech deepfake detection using SSL features and additional regularization\
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\ for the ASVspoof 2024 Challenge},\n author={Borodin, Kirill and Kudryavtsev,\
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\ Vasiliy and Korzh, Dmitrii and Efimenko, Alexey and Mkrtchian, Grach and Gorodnichev,\
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\ Mikhail and Rogov, Oleg Y.},\n booktitle={The Automatic Speaker Verification\
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\ Spoofing Countermeasures Workshop (ASVspoof 2024)},\n pages={48--55},\n \
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\ year={2024},\n doi={10.21437/ASVspoof.2024-8}\n}\n"
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params_millions: 321.7495
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dataset:
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id: SpeechAntiSpoofingBenchmarks/CFAD
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revision: cab5d325b83b412d2e81fcf4a90b6dbab54b991f
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split: test
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scores:
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eer_percent: 33.12619047619047
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n_trials: 62999
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n_skipped: 0
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artifact:
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scores_url: https://huggingface.co/lab260/AASIST3/resolve/318479ea6652f29efedefd512a8dc07738147d63/.eval_results/SpeechAntiSpoofingBenchmarks/CFAD/scores.txt
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scores_sha256: 4f4c8a38cc960a15511eba3bdd1c57be55e85286adeddf172b89006cd6b3b2fe
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bench_version: speech-spoof-bench==0.3.4
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reproduction:
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reproduced_by: SpeechAntiSpoofingBenchmarks
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reproduced_at: '2026-06-08'
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reproduced_bench_version: speech-spoof-bench==0.3.4
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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: '2026-06-08'
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notes: 'AASIST3 (KAN-enhanced AASIST + wav2vec 2.0 XLS-R-53 SSL front-end) from mtuciru/AASIST3,
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weights from lab260/AASIST3 (model.safetensors, self-contained incl. the SSL encoder).
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Loaded via PyTorchModelHubMixin.from_pretrained; the XLS-R architecture is built
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from the wav2vec2-large-xlsr-53 config then every weight is overwritten by the checkpoint.
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Preemphasis (0.97) applied to the full waveform before a deterministic first-64600-sample
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window, matching the source datasets/generic.py eval pipeline. score = logit for
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class 1 (bona fide); higher = more bona fide (source label map bonafide=1, validation
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uses outputs[:, 1]).
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'
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