Paper Citation Record · LEDGER

An Investigation of Test-time Adaptation for Audio Classification under Background Noise

As of 7 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2507.15523.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.15523 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:33:40.967312Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:49:53.200511Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

verified exact6
verified fuzzy30
unresolved7
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d212914-ae1d-4fdd-a72b-354d27c2aa02 · outbound

This paper cites Test-time adaptation for automatic pathological speech detection in noisy environ- ments.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Test-time adaptation for automatic pathological speech detection in noisy environ- ments

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:47.336426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2a1a3205-d1bc-4392-bf07-c3dca9d49a23 · outbound

This paper cites Self-supervised test-time adaptation on video data.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Self-supervised test-time adaptation on video data

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:47.219929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d4c6b9cb-42a9-417b-8877-a084cd0bf48c · outbound

This paper cites Audiomnist: Exploring explainable artificial intelli- gence for audio analysis on a simple benchmark.Journal of the Franklin Institute, 2023.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Audiomnist: Exploring explainable artificial intelli- gence for audio analysis on a simple benchmark.Journal of the Franklin Institute, 2023

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:47.069158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cbfec929-0682-4a84-9cdd-5b850f55f79e · outbound

This paper cites Self-supervision & meta- learning for one-shot unsupervised cross-domain detection.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Self-supervision & meta- learning for one-shot unsupervised cross-domain detection

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.952634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 16faf9e2-272e-4af1-aa45-6907f7ef21a8 · outbound

This paper cites Source-free temporal at- tentive domain adaptation for video action recognition.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Source-free temporal at- tentive domain adaptation for video action recognition

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.808126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4b35bd2e-6e58-4dc0-a866-d6048eba346b · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:33:37.821535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f5a338c-0bf5-446c-a153-49d140941fc4 · outbound

This paper cites Adaptive methods for real-world do- main generalization.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Adaptive methods for real-world do- main generalization

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.664198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1ef69ebb-ab69-4298-81b3-efb73de96ac9 · outbound

This paper cites A brief review of domain adaptation.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise A brief review of domain adaptation

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.641784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 64621cf1-6b8f-4d86-8f0c-80357b65a6fa · outbound

This paper cites Model- agnostic meta-learning for fast adaptation of deep net- works.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Model- agnostic meta-learning for fast adaptation of deep net- works

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:33:38.027950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e0705e5-df94-43aa-a491-135f75000b5b · outbound

This paper cites MIT press, 2016.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise MIT press, 2016

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:33:38.117948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73676bfc-ef22-4fd5-8c30-ae769938b1b7 · outbound

This paper cites Deep residual learning for image recognition.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Deep residual learning for image recognition

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T15:33:38.186829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3930b890-82bb-4ac5-be7a-36ad092f69ab · outbound

This paper cites Meta-learning in neural networks: A survey.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Meta-learning in neural networks: A survey

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.541941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4bb1a657-0328-4e04-92dc-240f36710e31 · outbound

This paper cites Visualizing adapted knowledge in domain transfer.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Visualizing adapted knowledge in domain transfer

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.452244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 086cb455-5ad8-48c7-becd-9701ae4f1eb8 · outbound

This paper cites Mel-spectrogram augmentation for sequence to sequence voice conversion.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Mel-spectrogram augmentation for sequence to sequence voice conversion

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:33:42.059449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ea63140f-a309-478f-9352-9f87aaea85fc · outbound

This paper cites SGEM: Test-Time Adaptation for Automatic Speech Recognition via Sequential-Level Generalized Entropy Minimization.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise SGEM: Test-Time Adaptation for Automatic Speech Recognition via Sequential-Level Generalized Entropy Minimization

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:33:41.848366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 50902e5f-327b-4835-a65f-ddd6b228a8b3 · outbound

This paper cites Variational on-the-fly personalization.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Variational on-the-fly personalization

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.336801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fd19aa70-a121-4b9f-a1b0-e0db2d2dc711 · outbound

This paper cites Test-time adaptation toward personalized speech enhancement: Zero-shot learning with knowledge distillation.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Test-time adaptation toward personalized speech enhancement: Zero-shot learning with knowledge distillation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.197164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 88971923-397f-4e26-9754-68d13f0a942b · outbound

This paper cites Lattice-Based Unsupervised Test-Time Adaptation of Neural Network Acoustic Models.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Lattice-Based Unsupervised Test-Time Adaptation of Neural Network Acoustic Models

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:33:41.653723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8d7e150b-94c6-4343-9674-795722b0d483 · outbound

This paper cites Domain adap- tation by mixture of alignments of second-or higher-order scatter tensors.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Domain adap- tation by mixture of alignments of second-or higher-order scatter tensors

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:46.059936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d34f3b36-a77b-476e-9343-4b9199350ffc · outbound

This paper cites Conmix for source-free single and multi-target domain adaptation.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Conmix for source-free single and multi-target domain adaptation

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:45.967804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5a988f47-644e-4981-a0c1-85423753fe0a · outbound

This paper cites Model adaptation: Unsupervised domain adaptation without source data.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Model adaptation: Unsupervised domain adaptation without source data

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:45.729784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d4a7b62e-5a4b-43c3-bbfa-30f59847382b · outbound

This paper cites Imbalanced source-free domain adaptation.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Imbalanced source-free domain adaptation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:45.572082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0553e88f-9625-41df-bb70-776c144fc7be · outbound

This paper cites A comprehensive sur- vey on test-time adaptation under distribution shifts.Inter- national Journal of Computer Vision, pages 1–34, 2024.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise A comprehensive sur- vey on test-time adaptation under distribution shifts.Inter- national Journal of Computer Vision, pages 1–34, 2024

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:45.392966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation edc1a818-1f45-416d-9132-d524acc4d783 · outbound

This paper cites Continual Test-time Adaptation for End-to-end Speech Recognition on Noisy Speech.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Continual Test-time Adaptation for End-to-end Speech Recognition on Noisy Speech

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:33:41.519231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 78e3d034-f790-4769-9803-e9ee726941cc · outbound

This paper cites Listen, Adapt, Better WER: Source-free Single-utterance Test-time Adaptation for Automatic Speech Recognition.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Listen, Adapt, Better WER: Source-free Single-utterance Test-time Adaptation for Automatic Speech Recognition

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:33:41.297059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7f454a97-5be1-44e6-968f-5ef5cb653fba · outbound

This paper cites Unified deep supervised domain adapta- tion and generalization.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Unified deep supervised domain adapta- tion and generalization

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:45.196894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 74824d94-3203-40d9-a035-e7261ab6709b · outbound

This paper cites Source free domain adaptation using an off-the-shelf clas- sifier.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Source free domain adaptation using an off-the-shelf clas- sifier

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:45.087585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a21f5533-fb65-427b-92a1-bbf8d0f5ad1f · outbound

This paper cites Fast adaptation to super-resolution net- works via meta-learning.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Fast adaptation to super-resolution net- works via meta-learning

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:44.817072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 41bf688e-6188-42a0-84be-49d0d3672520 · outbound

This paper cites Semi-supervised domain adaptation via minimax entropy.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Semi-supervised domain adaptation via minimax entropy

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:44.595178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 522e77a1-d475-4aee-a59e-2436c317f270 · outbound

This paper cites Test- time prompt tuning for zero-shot generalization in vision- language models.Advances in Neural Information Process- ing Systems, 35:14274–14289, 2022.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Test- time prompt tuning for zero-shot generalization in vision- language models.Advances in Neural Information Process- ing Systems, 35:14274–14289, 2022

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:44.341414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 592bf31d-3a11-4ee8-92d3-8b16c0b7a6b0 · outbound

This paper cites Test-time training with self- supervision for generalization under distribution shifts.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Test-time training with self- supervision for generalization under distribution shifts

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T15:33:39.742596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57fe6348-f904-4573-9a3a-f63759e7ffe2 · outbound

This paper cites A survey on deep trans- fer learning.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise A survey on deep trans- fer learning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:44.086595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d8d4c546-bb7d-4ec2-a792-c183f60b1599 · outbound

This paper cites Mel spectrogram-based audio forgery detection using cnn.Sig- nal, Image and Video Processing, 17(5):2211–2219, 2023.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Mel spectrogram-based audio forgery detection using cnn.Sig- nal, Image and Video Processing, 17(5):2211–2219, 2023

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:43.859653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b087be6d-1007-405f-a9ac-b0aed742aa81 · outbound

This paper cites Deep hashing network for unsupervised domain adaptation.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Deep hashing network for unsupervised domain adaptation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:43.663705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b27a05fc-fc4d-41c3-b0d1-259f74d4e3cd · outbound

This paper cites Tent: Fully test-time adapta- tion by entropy minimization.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Tent: Fully test-time adapta- tion by entropy minimization

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:43.482370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 07638ebf-ca77-4c25-892c-d93bf36be58f · outbound

This paper cites Test-Time Training on Video Streams.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Test-Time Training on Video Streams

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T15:33:40.129013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d99bc60-662d-4438-864a-597852407611 · outbound

This paper cites Efficient Test Time Adapter Ensembling for Low-resource Language Varieties.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Efficient Test Time Adapter Ensembling for Low-resource Language Varieties

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:33:41.137458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 20e6e226-0fdb-44ab-9d8c-9520a2c36c70 · outbound

This paper cites Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T15:33:40.309880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07afc79b-d15f-45f4-a488-8a338c2e58a4 · outbound

This paper cites Group normalization, 2018.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Group normalization, 2018

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:43.309041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation df871476-2fc2-4cd2-aa60-e5c296cc6dd6 · outbound

This paper cites Semi-supervised domain adaptation with subspace learning for visual recognition.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Semi-supervised domain adaptation with subspace learning for visual recognition

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:43.146840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1e4eb4ef-3da3-45a9-a6ab-e288f7974898 · outbound

This paper cites Alleviating style sensitivity then adapting: Source-free domain adaptation for medical image segmenta- tion.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Alleviating style sensitivity then adapting: Source-free domain adaptation for medical image segmenta- tion

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:42.935315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 25a2cced-afe2-48fe-a426-911a17e5b409 · outbound

This paper cites An unsupervised domain adaptation method for compressed video quality enhancement.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise An unsupervised domain adaptation method for compressed video quality enhancement

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:42.733234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 905c5563-ca06-4aa1-a096-472758060951 · outbound

This paper cites Source-style transferred mean teacher for source-data free object detection.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Source-style transferred mean teacher for source-data free object detection

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:33:42.485459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eea0e33c-fbb7-4099-a508-d91cb67dfb65 · outbound

This paper cites Transfer adaptation learning: A decade survey.IEEE Transactions on Neural Networks and Learning Systems, 2022.

An Investigation of Test-time Adaptation for Audio Classification under Background Noise Transfer adaptation learning: A decade survey.IEEE Transactions on Neural Networks and Learning Systems, 2022

Reference 44

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T15:33:42.245965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation 2947968d-5d1b-4a05-8e56-e387c2a3c964 · inbound

DHAuDS: A Dynamic and Heterogeneous Audio Benchmark for Test-Time Adaptation cites this paper.

DHAuDS: A Dynamic and Heterogeneous Audio Benchmark for Test-Time Adaptation An Investigation of Test-time Adaptation for Audio Classification under Background Noise

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T20:49:53.200511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.