Datasets › AudioSet › Papers where code ran, page 1

AudioSet

Papers archive 2025-07-28

papers with a benchmark row: 38 · with a code link: 31 · where Syntology ran a sample: 16 (15 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (16 of 38 with a benchmark row: 15 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 16 of the 16 papers with a benchmark row here where Syntology ran at least one harvested sample (15 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 744. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes 1 1 13 Jun 2025 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
DASS: Distilled Audio State Space Models Are Stronger and More Duration-Scalable Learners 1 2 4 Jul 2024 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Masked Modeling Duo: Towards a Universal Audio Pre-training Framework 2 2 9 Apr 2024 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (7 pointer-only for licence)
EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning 1 1 14 Mar 2024 official (archive's flag): 6 ran · 6 ran (of which 4 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified (2 pointer-only for licence)
CLAPSep: Leveraging Contrastive Pre-trained Model for Multi-Modal Query-Conditioned Target Sound Extraction 1 1 27 Feb 2024 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
EAT: Self-Supervised Pre-Training with Efficient Audio Transformer 1 1 7 Jan 2024 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
BEATs: Audio Pre-Training with Acoustic Tokenizers 4 2 18 Dec 2022 community repositories only · 16 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Efficient Large-scale Audio Tagging via Transformer-to-CNN Knowledge Distillation 2 4 9 Nov 2022 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
UAVM: Towards Unifying Audio and Visual Models 1 2 29 Jul 2022 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
HTS-AT: A Hierarchical Token-Semantic Audio Transformer for Sound Classification and Detection 1 1 2 Feb 2022 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Zero-shot Audio Source Separation through Query-based Learning from Weakly-labeled Data 1 2 15 Dec 2021 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Efficient Training of Audio Transformers with Patchout 2 3 11 Oct 2021 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text 5 1 22 Apr 2021 community repositories only · 5 ran (of which 4 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (8 pointer-only for licence)
AST: Audio Spectrogram Transformer 5 3 5 Apr 2021 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Perceiver: General Perception with Iterative Attention 12 1 4 Mar 2021 official: harvested, nothing ran · 41 ran (of which 20 constructed an object rather than computing a result; 30 with no instrument failure: 0 honoured, 2 violated, 28 with no contract checked; 11 where Syntology's instrument failed) · 14 unverified (11 pointer-only for licence)
PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition 8 2 official (archive's flag): 6 ran · 14 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified