From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection | Paper Citation Record

Observation ad3229be-15d9-44b5-a78b-7fc7745da782 · outbound

This paper cites Emergency services in future intelligent trans- portation systems based on vehicular communication networks,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Emergency services in future intelligent trans- portation systems based on vehicular communication networks,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:01.583885Z

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Unavailable: canonical work link unavailable.

Observation f9ba0002-9ac7-4ee3-bf58-662b670f4ca9 · outbound

This paper cites A survey of the connected ve- hicle landscape—architectures, enabling technologies, applications, and development areas,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A survey of the connected ve- hicle landscape—architectures, enabling technologies, applications, and development areas,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:01.695459Z

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Observation c472d9e0-b9ef-4e73-9249-caa021316fa3 · outbound

This paper cites Autonomous traffic system for emergency vehicles,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Autonomous traffic system for emergency vehicles,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:01.785617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33833dd4-1696-4d09-8cd3-5b6e1f1bc9c9 · outbound

This paper cites Implementing intelligent traffic control system for congestion control, ambulance clearance, and stolen vehicle detection,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Implementing intelligent traffic control system for congestion control, ambulance clearance, and stolen vehicle detection,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:01.866726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79024456-ef2a-4ff2-beb1-e377f2b13660 · outbound

This paper cites A survey of sound source localization with deep learning methods,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A survey of sound source localization with deep learning methods,

Reference 5

Resolution: verified exact; doi, observed 2026-08-06T21:49:12.057717Z

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 c7a2b8c0-219f-4355-9e3c-718294435594 · outbound

This paper cites Anomalous sound event detection: A survey of machine learning based methods and applications,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Anomalous sound event detection: A survey of machine learning based methods and applications,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:02.039733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a407b31-7bbc-4362-a704-3a2803625837 · outbound

This paper cites Review of Emergency Vehicle Detection Techniques by Acoustic Signals,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Review of Emergency Vehicle Detection Techniques by Acoustic Signals,

Reference 7

Resolution: verified exact; doi, observed 2026-08-06T21:49:11.576849Z

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 ea145257-0fa2-4c21-bbdb-a47be22464db · outbound

This paper cites Transformers and audio detection tasks: An overview,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Transformers and audio detection tasks: An overview,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:02.339535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c47375b-bce1-47e4-9c73-8b286eec83de · outbound

This paper cites Efficient Transformers: A Survey,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Efficient Transformers: A Survey,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:02.502671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 200c9299-b1bb-47e8-beee-e664eeb41df9 · outbound

This paper cites A survey of techniques for optimizing transformer inference,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A survey of techniques for optimizing transformer inference,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:02.575427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4552b08a-2585-4c9f-a82f-fad33e6e62fc · outbound

This paper cites Optimization and acceleration of convolutional neural networks: A survey,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Optimization and acceleration of convolutional neural networks: A survey,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:02.655891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a4a7fef-1e1e-4729-8428-4c2de7464d82 · outbound

This paper cites PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:02.737166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33bf3c03-9bb3-4ac9-8655-d9a08609576b · outbound

This paper cites Audioset-ev: an audioset-derived distribution of emergency vehicle siren sounds,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Audioset-ev: an audioset-derived distribution of emergency vehicle siren sounds,

Reference 13

Resolution: verified exact; doi, observed 2026-08-06T21:49:11.322810Z

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 e9b067bb-34d5-4364-95a4-e19754d4e53b · outbound

This paper cites Audio Set: An ontology and human-labeled dataset for audio events,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Audio Set: An ontology and human-labeled dataset for audio events,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:03.038558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b6cfe36-cea2-4b6a-b0d9-6769e27ab00b · outbound

This paper cites Audioset-Tools: A python framework for taxonomy-aware audioset curation and reproducible audio research,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Audioset-Tools: A python framework for taxonomy-aware audioset curation and reproducible audio research,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:20.557808Z

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 8191c907-1136-452b-8538-4ab0dc9acd93 · outbound

This paper cites A safety-oriented framework for sound event detection in driving scenarios,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A safety-oriented framework for sound event detection in driving scenarios,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:20.372508Z

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 c07f4741-883b-42c6-9bcf-5e55788f7612 · outbound

This paper cites A siren identification system using deep learning to aid hearing-impaired people,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A siren identification system using deep learning to aid hearing-impaired people,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:03.294352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0e99159-ae42-41bf-a5ff-34bacbe9ac4c · outbound

This paper cites Acoustic data detection in large-scale emergency vehicle sirens and road noise dataset,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Acoustic data detection in large-scale emergency vehicle sirens and road noise dataset,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:03.492951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 231d07dd-b834-4e4c-819f-da639fbc24f0 · outbound

This paper cites Acoustic Based Emergency Vehicle Detection Using Ensemble of deep Learning Models,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Acoustic Based Emergency Vehicle Detection Using Ensemble of deep Learning Models,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:03.650550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd2ce6f0-5531-456b-bf5c-d33eb2350552 · outbound

This paper cites Detection of alarm sounds in noisy environments,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Detection of alarm sounds in noisy environments,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:20.122441Z

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 c5f56943-a21a-47cd-acfb-30ae809c6775 · outbound

This paper cites Available: https://linkinghub.elsevier.com/retrieve/pii/ S0952197622001890.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: https://linkinghub.elsevier.com/retrieve/pii/ S0952197622001890

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:03.407320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29bee1d3-f15c-4b3c-a25c-9e4ff49d1dec · outbound

This paper cites Audio Classification of Emergency Vehicle Sirens Using Recurrent Neural Network Architectures,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Audio Classification of Emergency Vehicle Sirens Using Recurrent Neural Network Architectures,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:19.980257Z

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 33482be0-c7ca-4667-95de-96d641057013 · outbound

This paper cites Listening for Sirens: Locating and Classifying Acoustic Alarms in City Scenes,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Listening for Sirens: Locating and Classifying Acoustic Alarms in City Scenes,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:19.755204Z

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 032002bb-10e0-4e54-bea6-9f476c25bd7b · outbound

This paper cites Few-Shot Emergency Siren Detection,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Few-Shot Emergency Siren Detection,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:19.566260Z

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 be6c208f-bb74-4c52-85ec-e12a69c6662c · outbound

This paper cites mixup: Beyond Empirical Risk Minimization,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection mixup: Beyond Empirical Risk Minimization,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:19.453698Z

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 59c93936-6ce7-49ab-a7fd-b604271d1c28 · outbound

This paper cites EfficientNet: Rethinking model scaling for convolutional neural networks,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection EfficientNet: Rethinking model scaling for convolutional neural networks,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:19.343425Z

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 2ab915cc-82fa-4421-be88-4a2873f84461 · outbound

This paper cites Acoustic-Based Emergency Vehicle Detection Using Convolutional Neural Networks,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Acoustic-Based Emergency Vehicle Detection Using Convolutional Neural Networks,

Reference 27

Resolution: verified exact; raw_fallback, observed 2026-08-06T21:49:13.665714Z

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 c66d09c6-57ee-4d6a-bb85-f0dc06ce7ad6 · outbound

This paper cites Data augmentation and deep learning methods in sound classification: A systematic review,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Data augmentation and deep learning methods in sound classification: A systematic review,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:18.993451Z

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 475a4a66-43d6-423c-ae1d-02bff852ff23 · outbound

This paper cites Yin, a fundamental frequency estimator for speech and music,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Yin, a fundamental frequency estimator for speech and music,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:04.779198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e6287b-e30f-42b3-aa40-56bfecefca8a · outbound

This paper cites Theoretical and Empirical Analysis of ReliefF and RReliefF,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Theoretical and Empirical Analysis of ReliefF and RReliefF,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:18.888617Z

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 10b57095-b990-4938-b15a-e425a09eba95 · outbound

This paper cites Prototypical networks for few-shot learning,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Prototypical networks for few-shot learning,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:18.803477Z

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 11040add-c57a-4d7a-bff2-d9622508ff1f · outbound

This paper cites The spoken wikipedia corpus collection: Harvesting, alignment and an application to hyperlistening,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection The spoken wikipedia corpus collection: Harvesting, alignment and an application to hyperlistening,

Reference 32

Resolution: verified exact; doi, observed 2026-08-06T21:49:11.035244Z

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 337bd5cc-27d5-435a-b103-03b7370fee53 · outbound

This paper cites A Dataset and Taxonomy for Urban Sound Research,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A Dataset and Taxonomy for Urban Sound Research,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:05.103830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beaa89b9-c20a-494c-b4da-38a9bc01aba8 · outbound

This paper cites Attention is all you need,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Attention is all you need,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:19.193919Z

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 5c794c61-3416-476b-af27-46bc9c447291 · outbound

This paper cites Ambulance Siren Detector using FFT on dsPIC,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Ambulance Siren Detector using FFT on dsPIC,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:05.239273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6d43530-0f8a-4bec-b2e2-c3e32b6b40cb · outbound

This paper cites A real-time siren detector to improve safety of guide in traffic environment,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A real-time siren detector to improve safety of guide in traffic environment,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:18.512116Z

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 cceebe4f-91f5-4160-ac6c-ed51fc361c7c · outbound

This paper cites An Automatic Emergency Signal Recognition System for the Hearing Impaired,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection An Automatic Emergency Signal Recognition System for the Hearing Impaired,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:05.625175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f538f43-1205-47e9-8d30-97cb0c1b0814 · outbound

This paper cites Low computational method for siren detection,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Low computational method for siren detection,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:18.337522Z

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 b9536c97-6c7e-4539-a637-c7de98f49cc9 · outbound

This paper cites Improved low computa- tional method for siren detection,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Improved low computa- tional method for siren detection,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:18.153029Z

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 de4eb0fe-1240-4160-91d6-71062d5c5a7d · outbound

This paper cites High-performance, low complexity yelp siren detection system,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection High-performance, low complexity yelp siren detection system,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:17.986969Z

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 fbdc0af4-13a2-47ea-a5a6-ce7fc134f0e8 · outbound

This paper cites Few-Shot-Emergency-Siren-Detection A3-Siren.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Few-Shot-Emergency-Siren-Detection A3-Siren

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:18.710670Z

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 5f490a98-3e4f-4810-9420-4180ea50d2aa · outbound

This paper cites Large-Scale Audio Dataset for Emergency Vehicle Sirens and Road Noises,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Large-Scale Audio Dataset for Emergency Vehicle Sirens and Road Noises,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:06.216648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40bbb154-3e30-49b3-8af4-b94bd402a0a2 · outbound

This paper cites Large-scale audio dataset for emergency vehicle sirens and road noises,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Large-scale audio dataset for emergency vehicle sirens and road noises,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:17.697871Z

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 202362a2-9219-410e-99c0-f593cc7ffc2d · outbound

This paper cites ESC: Dataset for Environmental Sound Classification,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection ESC: Dataset for Environmental Sound Classification,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:06.488844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064eb756-a393-4b7e-a412-0dad2ce5e181 · outbound

This paper cites FSD50K: An Open Dataset of Human-Labeled Sound Events.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection FSD50K: An Open Dataset of Human-Labeled Sound Events

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:06.634596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18cafef1-1aca-45e5-97ba-35ed7825fbed · outbound

This paper cites SALT: Standardized Audio event Label Taxonomy.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection SALT: Standardized Audio event Label Taxonomy

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:49:13.043893Z

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 780ac21c-941a-485b-a01b-5a6061f30476 · outbound

This paper cites py-salt.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection py-salt

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:17.523188Z

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 f282e049-4823-4bb3-84db-0ff542aab5fd · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection PyTorch: An Imperative Style, High-Performance Deep Learning Library

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:06.988021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f896601-bf4c-4ee9-9a99-466073b73cf9 · outbound

This paper cites PyTorch Lightning,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection PyTorch Lightning,

Reference 49

Resolution: verified exact; raw_fallback, observed 2026-08-06T21:49:12.809506Z

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 676a62dc-3c66-4cdd-898d-727beafc210a · outbound

This paper cites sireNNet-Emergency Vehicle Siren Classification Dataset For Urban Applications,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection sireNNet-Emergency Vehicle Siren Classification Dataset For Urban Applications,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:17.863626Z

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 59b76308-3a01-458d-b368-ad203b82a940 · outbound

This paper cites A Survey on Efficient Convolutional Neural Networks and Hardware Acceleration,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A Survey on Efficient Convolutional Neural Networks and Hardware Acceleration,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:17.333915Z

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 0cf2b4e2-70f5-4c10-8b21-06cd49993369 · outbound

This paper cites A survey of FPGA and ASIC designs for transformer inference acceleration and optimization,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection A survey of FPGA and ASIC designs for transformer inference acceleration and optimization,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:17.170281Z

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 feb092b2-bd1b-464a-bc9e-b0699369a0c1 · outbound

This paper cites SVD-based redundancy removal in 1-D CNNs for acoustic scene classification,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection SVD-based redundancy removal in 1-D CNNs for acoustic scene classification,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:17.051097Z

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 40483c58-701f-4dcb-93ab-f4da66d4715f · outbound

This paper cites Efficient Similarity-Based Passive Filter Pruning for Compressing CNNS,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Efficient Similarity-Based Passive Filter Pruning for Compressing CNNS,

Reference 54

Resolution: verified exact; raw_fallback, observed 2026-08-06T21:49:12.486420Z

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 d71d9218-9fe0-4874-bbea-c91bc3616151 · outbound

This paper cites resampy,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection resampy,

Reference 55

Resolution: verified exact; doi, observed 2026-08-06T21:49:10.763080Z

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 28aa71fe-2420-4c73-9c4f-534d7b7a707c · outbound

This paper cites SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:16.934749Z

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 446b0c4d-ef7a-4cdc-81ed-51a69bada7a9 · outbound

This paper cites mixup: Beyond empirical risk minimization,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection mixup: Beyond empirical risk minimization,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:16.794478Z

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 5e556b83-6784-4fed-9646-c90340101505 · outbound

This paper cites Efficient Training of Audio Transformers with Patchout,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Efficient Training of Audio Transformers with Patchout,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:16.633700Z

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 94633c99-7a6f-450c-9aa7-2346cd5abef8 · outbound

This paper cites E-PANNs: Sound Recognition Using Efficient Pre-trained Audio Neural Networks.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection E-PANNs: Sound Recognition Using Efficient Pre-trained Audio Neural Networks

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:07.284724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec368168-37c9-484a-93dc-d11d98f5498a · outbound

This paper cites Adam: A method for stochastic optimization,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Adam: A method for stochastic optimization,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:08.529319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa219daf-3f55-49c6-8fce-d9fa8d829390 · outbound

This paper cites There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:08.809479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a4ee82a-f48a-40c9-83d6-1a60d526f68d · outbound

This paper cites Sgdr: Stochastic gradient descent with warm restarts,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Sgdr: Stochastic gradient descent with warm restarts,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:16.045260Z

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 2440cdb7-9265-41e9-a65a-1677148460a3 · outbound

This paper cites Prechelt et al., Early Stopping — But When? Berlin, Heidelberg: Springer Berlin Heidelberg, 2012, pp.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Prechelt et al., Early Stopping — But When? Berlin, Heidelberg: Springer Berlin Heidelberg, 2012, pp

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:09.019177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82f8a168-542a-4476-ae70-e42298bfad9d · outbound

This paper cites TorchMetrics - Measuring Reproducibility in PyTorch,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection TorchMetrics - Measuring Reproducibility in PyTorch,

Reference 64

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T21:49:15.903911Z

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 b50244c4-3611-4b71-8346-1fd2ee083c5c · outbound

This paper cites The ocon model: an old but gold solution for distributable supervised classification,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection The ocon model: an old but gold solution for distributable supervised classification,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:15.751070Z

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 f93b9c20-99b8-4255-ad1f-4c7bb6177a8c · outbound

This paper cites The ocon model: An old but green solution for distributable supervised classification for acoustic monitoring in smart cities,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection The ocon model: An old but green solution for distributable supervised classification for acoustic monitoring in smart cities,

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:15.620093Z

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 9e98440a-df83-4b1a-a448-53ada3172d44 · outbound

This paper cites Modified Binary Search Algorithm.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Modified Binary Search Algorithm

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:09.413517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a49a24c0-4d02-4cb9-81ba-e311fd16a3d7 · outbound

This paper cites Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:15.456232Z

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 a1a0c6a0-d346-49c6-9cf1-bd396449f7bc · outbound

This paper cites StefanoGiacomelli/epanns inference,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection StefanoGiacomelli/epanns inference,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:16.336667Z

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 31525bc1-3538-4e68-bf96-8c099f6c4646 · outbound

This paper cites Explaining deep neural networks and beyond: A review of methods and applications,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Explaining deep neural networks and beyond: A review of methods and applications,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:15.170148Z

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 9e77c27f-d804-4763-8781-8775fd439aee · outbound

This paper cites Striving for Simplicity: The All Convolutional Net.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Striving for Simplicity: The All Convolutional Net

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:09.836134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3720e3c9-7e34-40c2-8bb8-1fbd07bd4331 · outbound

This paper cites Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks ,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks ,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:15.005754Z

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 bc6d7639-782a-4952-a8ef-d12687b56821 · outbound

This paper cites TorchAudio 2.1: Advancing speech recognition, self-supervised learning, and audio processing components for PyTorch.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection TorchAudio 2.1: Advancing speech recognition, self-supervised learning, and audio processing components for PyTorch

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:10.003461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55a4f10a-a8a0-4c74-8a3a-6306d3b96307 · outbound

This paper cites The htk book,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection The htk book,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:14.898896Z

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 2f3616f9-3a37-4a0b-a3be-a60dda73bab3 · outbound

This paper cites The benefit of temporally-strong labels in audio event classification,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection The benefit of temporally-strong labels in audio event classification,

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:14.775494Z

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 e9ff9217-3aa5-4405-9a3e-29f89657cc93 · outbound

This paper cites Metrics for polyphonic sound event detection,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Metrics for polyphonic sound event detection,

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:14.590400Z

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 61afb272-3e68-48b7-a77f-c644895b4c09 · outbound

This paper cites Acoustic scene classification: An overview of dcase 2017 chal- lenge entries,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Acoustic scene classification: An overview of dcase 2017 chal- lenge entries,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:14.410566Z

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 e34489b9-feca-4693-854a-b841b49179b4 · outbound

This paper cites Convolutional recurrent neural networks for polyphonic sound event detection,.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Convolutional recurrent neural networks for polyphonic sound event detection,

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:14.236526Z

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 9548c7ab-f0c1-411a-b1bb-7d63a42911d0 · outbound

This paper cites Molnar, Interpretable Machine Learning , 3rd ed., 2025.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Molnar, Interpretable Machine Learning , 3rd ed., 2025

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:15.326199Z

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 8ad88c2b-a668-43cc-9e9f-43808a61f4e2 · outbound

This paper cites Available: https://www2.ia-engineers.org/conference/ index.php/icisip/icisip2013/paper/view/247.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: https://www2.ia-engineers.org/conference/ index.php/icisip/icisip2013/paper/view/247

Reference 269

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:05.446134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c263aa8-d954-4dc7-90f4-de5478357f44 · outbound

This paper cites Available: http://ieeexplore.ieee.org/document/8081527/.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: http://ieeexplore.ieee.org/document/8081527/

Reference 1843

Resolution: verified exact; raw_fallback, observed 2026-08-06T21:49:13.889555Z

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 b4f69fa2-ecbf-4fb6-8a2b-f4d780a0f11a · outbound

This paper cites an unresolved cited work.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Unresolved cited work

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:05.349461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c8e680-de60-4748-b0fd-82aa94527a5a · outbound

This paper cites Adam: A Method for Stochastic Optimization.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Adam: A Method for Stochastic Optimization

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:08.670631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5555f759-ba61-4db8-8069-31c26a902724 · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection mixup: Beyond Empirical Risk Minimization

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:04.387726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ebd2ee4-da74-4cb7-9706-c61dd11c18b5 · outbound

This paper cites Available: https://ieeexplore.ieee.org/document/9229505.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: https://ieeexplore.ieee.org/document/9229505

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:02.830685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09492584-382d-42c3-870b-f31afe3e3229 · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID: 234742594.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: https://api.semanticscholar.org/CorpusID: 234742594

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:10.204786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61992ec8-0066-445b-8108-dffcb304f119 · outbound

This paper cites Available: https://doi.org/10.1007/s11042-021-11817-9.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: https://doi.org/10.1007/s11042-021-11817-9

Reference 2022

Resolution: verified exact; doi, observed 2026-08-06T21:49:11.806661Z

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 d7acbb66-4b53-4fa3-bdfe-f3fd529a5cf3 · outbound

This paper cites Available: https://linkinghub.elsevier.com/retrieve/pii/ S0957417424004731.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: https://linkinghub.elsevier.com/retrieve/pii/ S0957417424004731

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:03.565435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9096b611-835e-4cdf-8eaa-847a1df9df81 · outbound

This paper cites Available: https://linkinghub.elsevier.com/retrieve/pii/ S1051200424005803.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: https://linkinghub.elsevier.com/retrieve/pii/ S1051200424005803

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:02.421901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd07b077-8223-4436-b7e2-e67c116ce08a · outbound

This paper cites Available: https://www.isca-archive.org/interspeech 2022/koutini22 interspeech.html.

From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection Available: https://www.isca-archive.org/interspeech 2022/koutini22 interspeech.html

Reference 2757

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:49:16.491577Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers