Datasets:
Submit AASIST3 results on CD-ADD (EER 30.73%)
#14
by korallll - opened
- submissions/aasist3.yaml +46 -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) self-supervised
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front-end. SSL features are projected to 128-d through a Kolmogorov-Arnold (KAN) bridge, processed
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by a RawNet2-style residual encoder and spectro-temporal graph-attention layers, and classified by
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a four-branch inference head with a KAN output layer. ASVspoof 2024 Challenge system; the published
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lab260/AASIST3 checkpoint (note: these weights differ from the paper results). FP32, preemphasis (0.97),
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deterministic first-64600-sample window (no random crop). score = output 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 speech deepfake\
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\ detection using SSL features and additional regularization for the ASVspoof 2024 Challenge},\n\
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\ author={Borodin, Kirill and Kudryavtsev, Vasiliy and Korzh, Dmitrii and Efimenko, Alexey and\
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\ Mkrtchian, Grach and Gorodnichev, Mikhail and Rogov, Oleg Y.},\n booktitle={The Automatic Speaker\
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\ Verification Spoofing Countermeasures Workshop (ASVspoof 2024)},\n pages={48--55},\n year={2024},\n\
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\ doi={10.21437/ASVspoof.2024-8}\n}\n"
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dataset:
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id: SpeechAntiSpoofingBenchmarks/CD-ADD
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revision: c2de87d49b268b624e6af7440dc2890703098965
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split: test
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scores:
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eer_percent: 30.72700729927007
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n_trials: 20786
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n_skipped: 0
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artifact:
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scores_url: https://huggingface.co/lab260/AASIST3/resolve/303ece41bec7760ad59bc50a6e44980c13b57403/.eval_results/SpeechAntiSpoofingBenchmarks/CD-ADD/scores.txt
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scores_sha256: df04a1e4d2081d6c3a8465858f33933ff46de2319ee06d1e786a29a6c8ceff23
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bench_version: speech-spoof-bench==0.3.3
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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: '2026-06-05'
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notes: AASIST3 (KAN-enhanced AASIST + wav2vec2 XLS-R-53 SSL front-end). Preemphasis 0.97, deterministic
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first-64600-sample window. score = logit class 1 (bona fide). Scores hosted in lab260/AASIST3/.eval_results.
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reproduction:
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reproduced_by: SpeechAntiSpoofingBenchmarks
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reproduced_at: '2026-06-05'
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reproduced_bench_version: speech-spoof-bench==0.3.3
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match: scoring
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