| schema_version: 4 |
| system: |
| name: SSL Feature Gating |
| slug: ssl-feature-gating |
| description: 'Multi-level SSL Feature Gating for audio deepfake detection: a gating mechanism over XLS-R (wav2vec2-xls-r-300m) |
| hidden states as front-end, Multi-kernel gated Convolution (MultiConv) back-end with CKA-enforced feature diversity, and |
| multi-head attention pooling. Raw-waveform, FP32, deterministic first-64600-sample (4 s) window. Higher score = more bona |
| fide. |
| |
| ' |
| code: https://github.com/hoanmyTran/dissimilarity_deepfake_detection |
| checkpoint: https://huggingface.co/SpeechAntiSpoofingBenchmarks/SSL-Feature-Gating/blob/main/acmmm25_best_model.ckpt |
| params_millions: 318.08 |
| paper: |
| arxiv_id: 10.1145/3746027.3754568 |
| url: https://dl.acm.org/doi/10.1145/3746027.3754568 |
| bibtex: "@inproceedings{tran2025ssl,\n title = {Multi-level SSL Feature Gating for Audio Deepfake Detection},\n \ |
| \ author = {Tran, Hoan My and Lolive, Damien and Sini, Aghilas and Delhay, Arnaud and Marteau, Pierre-Fran\\c{c}ois\ |
| \ and Guennec, David},\n booktitle = {Proceedings of the 33rd ACM International Conference on Multimedia (MM '25)},\n\ |
| \ year = {2025},\n doi = {10.1145/3746027.3754568}\n}\n" |
| dataset: |
| id: SpeechAntiSpoofingBenchmarks/ODSS |
| revision: 1968e6d0ef141c4572073695bdc1d17a8706177f |
| split: test |
| scores: |
| eer_percent: 20.99720949823619 |
| n_trials: 26954 |
| n_skipped: 0 |
| artifact: |
| scores_url: https://huggingface.co/SpeechAntiSpoofingBenchmarks/SSL-Feature-Gating/resolve/2cdcfe666984c7b6be0160eac3d597be18b7e059/.eval_results/SpeechAntiSpoofingBenchmarks/ODSS/scores.txt |
| scores_sha256: 31e45fd96c0546229a715463129124f7bfb131bc1a914e1020d40d42daeb5e39 |
| bench_version: speech-spoof-bench==0.4.1 |
| reproduction: |
| reproduced_by: SpeechAntiSpoofingBenchmarks |
| reproduced_at: '2026-06-26' |
| reproduced_bench_version: speech-spoof-bench==0.4.1 |
| match: scoring |
| submitter: |
| hf_username: korallll |
| contact: k.n.borodin@mtuci.ru |
| submitted_at: '2026-06-26' |
| notes: ACM MM 2025 checkpoint acmmm25_best_model.ckpt. XLS-R-300M front-end + MultiConv gating. Deterministic first-64600-sample |
| window. |
|
|
