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Add aasist3 LRLspoof submission (srr_complement 2.96%)

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  1. submissions/aasist3.yaml +55 -0
submissions/aasist3.yaml ADDED
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+ schema_version: 5
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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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+ code: https://github.com/mtuciru/AASIST3
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+ checkpoint: https://huggingface.co/lab260/AASIST3
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+ params_millions: 321.7495
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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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+ 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: 2.9645697758496015
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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: -1.8146497482485875
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+ artifact:
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+ scores_url: https://huggingface.co/lab260/AASIST3/resolve/a04c60989566f76836ef602ce4876fb0e22c2c77/.eval_results/lab260/LRLspoof/scores.txt
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+ scores_sha256: 1e15d9ba9d7ac19d3507279303a22ab31017f7e886df0ae8b007b270f3b21fab
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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: '2026-06-22'
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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: '2026-06-22'
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+ notes: AASIST3 on LRLspoof (spoof-only, srr_complement = 1-SRR, lower better). TensorRT
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+ FP32 engine (parity-verified vs PyTorch). Scored 1,304,455 of 1,304,455 TTS utterances;
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+ 286 source files are empty/zero-length (skipped), 172 corrupt-header WAVs recovered
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+ via ffmpeg. Audio resampled per-file to 16 kHz; score = net(x)[:,1] (higher = bona
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+ fide). t* = this model's own DeepVoice EER operating-point threshold (DeepVoice
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+ EER 35.91%), transferred via the calibration block. Verified with reproduce --scoring.