Paper Citation Record · LEDGER

Sound Event Detection with Boundary-Aware Optimization and Inference

As of 5 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2601.04178.

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

pith.paper-citation-record.v1
2601.04178 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T12:09:33.033445Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-20T02:08:44.066554Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T02:12:58.536982Z

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy0
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5d953207-d75e-47c2-a9ae-161a9c886bb0 · outbound

This paper cites Monitoring activities of daily living in smart homes: Understanding human behavior,.

Sound Event Detection with Boundary-Aware Optimization and Inference Monitoring activities of daily living in smart homes: Understanding human behavior,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:27.294065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffa8ffeb-3034-486b-aed5-df372b48bf5f · outbound

This paper cites A method for automatic fall detection of elderly people using floor vibrations and sound - proof of concept on human mimicking doll falls,.

Sound Event Detection with Boundary-Aware Optimization and Inference A method for automatic fall detection of elderly people using floor vibrations and sound - proof of concept on human mimicking doll falls,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:27.488144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02097f63-7433-4368-8674-7fe1f3046771 · outbound

This paper cites Audio analysis for surveillance applications,.

Sound Event Detection with Boundary-Aware Optimization and Inference Audio analysis for surveillance applications,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:27.603952Z

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Observation 8bc69fa3-3658-4f7c-ba62-e0c6b0abc387 · outbound

This paper cites Virtanen, M.

Sound Event Detection with Boundary-Aware Optimization and Inference Virtanen, M

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:27.786264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba9561e0-53af-457b-98e7-9999a52feca9 · outbound

This paper cites Sound event detection: A tutorial,.

Sound Event Detection with Boundary-Aware Optimization and Inference Sound event detection: A tutorial,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:27.908082Z

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Observation 562cefcf-bb89-4b99-8176-75a67a89f93b · outbound

This paper cites Event-based modeling and processing of digital media,.

Sound Event Detection with Boundary-Aware Optimization and Inference Event-based modeling and processing of digital media,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:28.042610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f41815d-125b-4264-872e-d69a6947d6d7 · outbound

This paper cites You only hear once: A yolo-like algorithm for audio segmentation and sound event detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference You only hear once: A yolo-like algorithm for audio segmentation and sound event detection,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:28.181631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4354c2be-f84e-4c7c-b36b-0e0791e25342 · outbound

This paper cites Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event Detection.

Sound Event Detection with Boundary-Aware Optimization and Inference Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event Detection

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:28.323609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8df0cc5b-379a-4a0f-b154-624004d1d126 · outbound

This paper cites Diffsed: Sound event detection with denoising diffusion,.

Sound Event Detection with Boundary-Aware Optimization and Inference Diffsed: Sound event detection with denoising diffusion,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:28.462934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f48332bd-f62d-4791-90b6-6f7950135502 · outbound

This paper cites Effective pre-training of audio transformers for sound event detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference Effective pre-training of audio transformers for sound event detection,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:28.600925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed662362-4c5c-4a32-9ef6-7aba54d7cf09 · outbound

This paper cites MAT-SED: A masked audio transformer with masked-reconstruction based pre-training for sound event detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference MAT-SED: A masked audio transformer with masked-reconstruction based pre-training for sound event detection,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:28.738876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6139d6e-35db-47ff-b897-41ae93d95b22 · outbound

This paper cites Frequency dynamic convolution: Frequency-adaptive pattern recognition for sound event detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference Frequency dynamic convolution: Frequency-adaptive pattern recognition for sound event detection,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:28.930375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eccdd9b0-2213-4b81-9b3f-cdfd9120fd63 · outbound

This paper cites Multi- iteration multi-stage fine-tuning of transformers for sound event detection with heterogeneous datasets,.

Sound Event Detection with Boundary-Aware Optimization and Inference Multi- iteration multi-stage fine-tuning of transformers for sound event detection with heterogeneous datasets,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:29.151885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9af027fe-c8f8-4655-bd59-48e8d80fd855 · outbound

This paper cites Audio event detection using weakly labeled data,.

Sound Event Detection with Boundary-Aware Optimization and Inference Audio event detection using weakly labeled data,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:29.303024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 661bac73-d112-4af4-9925-28872316b920 · outbound

This paper cites A Closer Look at Weak Label Learning for Audio Events.

Sound Event Detection with Boundary-Aware Optimization and Inference A Closer Look at Weak Label Learning for Audio Events

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:29.493965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56977a4b-ace5-4b47-a01f-adc4926d43cb · outbound

This paper cites A comparison of five multiple instance learning pooling functions for sound event detection with weak labeling,.

Sound Event Detection with Boundary-Aware Optimization and Inference A comparison of five multiple instance learning pooling functions for sound event detection with weak labeling,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:29.724684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eabc4b70-4b40-4517-9632-9d7ca3094f19 · outbound

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

Sound Event Detection with Boundary-Aware Optimization and Inference Convolutional recurrent neural networks for polyphonic sound event detection,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:29.859356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aadda794-01ec-478e-aafa-673a63838ece · outbound

This paper cites Large-scale weakly supervised audio classification using gated convolutional neural network,.

Sound Event Detection with Boundary-Aware Optimization and Inference Large-scale weakly supervised audio classification using gated convolutional neural network,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:29.992470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abe3deb5-31c4-43b4-890a-e0f8e149c78c · outbound

This paper cites Sound event detection via dilated convolutional recurrent neural networks,.

Sound Event Detection with Boundary-Aware Optimization and Inference Sound event detection via dilated convolutional recurrent neural networks,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:30.182625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88e18496-cf76-457c-bf4a-a6dfa17a98b4 · outbound

This paper cites Fine-tune the pretrained ATST model for sound event detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference Fine-tune the pretrained ATST model for sound event detection,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:30.318901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86b8cad8-2b74-4107-93b6-f7bcb5d1e22f · outbound

This paper cites Sound event detection in domestic environments with weakly labeled data and soundscape synthesis,.

Sound Event Detection with Boundary-Aware Optimization and Inference Sound event detection in domestic environments with weakly labeled data and soundscape synthesis,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:30.461098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a606b77-da30-4405-b0f8-a36ec8aae091 · outbound

This paper cites Sound event bounding boxes,.

Sound Event Detection with Boundary-Aware Optimization and Inference Sound event bounding boxes,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:30.630695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc038f99-7c1b-4357-8da1-aaefd6da1f37 · outbound

This paper cites Onset- and-offset-aware sound event detection via differentiable frame-to-event mapping,.

Sound Event Detection with Boundary-Aware Optimization and Inference Onset- and-offset-aware sound event detection via differentiable frame-to-event mapping,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:30.778573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a475def8-af4e-438d-92a4-aecbec85b173 · outbound

This paper cites Rich feature hierarchies for accurate object detection and semantic segmentation,.

Sound Event Detection with Boundary-Aware Optimization and Inference Rich feature hierarchies for accurate object detection and semantic segmentation,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:30.914672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4ade298-cd03-4d55-9525-c516875892af · outbound

This paper cites Fast R-CNN,.

Sound Event Detection with Boundary-Aware Optimization and Inference Fast R-CNN,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:31.069878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99845ae2-229d-4202-b4aa-ddda01181905 · outbound

This paper cites Faster R-CNN: towards real-time object detection with region proposal networks,.

Sound Event Detection with Boundary-Aware Optimization and Inference Faster R-CNN: towards real-time object detection with region proposal networks,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:31.221159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51965518-f58f-4718-8e63-ba8a8f7e9c94 · outbound

This paper cites The hungarian method for the assignment problem,.

Sound Event Detection with Boundary-Aware Optimization and Inference The hungarian method for the assignment problem,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:31.380388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac480485-911f-4599-87ec-84e4459a76f7 · outbound

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

Sound Event Detection with Boundary-Aware Optimization and Inference The benefit of temporally-strong labels in audio event classification,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:31.545448Z

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Unavailable: canonical work link unavailable.

Observation 7242ca51-6f1d-42ba-ba9b-820f3b901132 · outbound

This paper cites A framework for the robust evaluation of sound event detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference A framework for the robust evaluation of sound event detection,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:31.700520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec4cabd8-2ec2-4b0b-bf75-ebd70e6e4cda · outbound

This paper cites Threshold independent evaluation of sound event detection scores,.

Sound Event Detection with Boundary-Aware Optimization and Inference Threshold independent evaluation of sound event detection scores,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:31.868624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed44aaae-e765-41cc-bd34-81a9d35cfcf2 · outbound

This paper cites Sound event detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference Sound event detection,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.028092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 604bf770-86dc-48ff-b413-7caa0d0d7ea4 · outbound

This paper cites Efficient Parallelization of a Ubiquitous Sequential Computation.

Sound Event Detection with Boundary-Aware Optimization and Inference Efficient Parallelization of a Ubiquitous Sequential Computation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.197916Z

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Unavailable: canonical work link unavailable.

Observation 255873f7-bb23-478f-b932-57ddfde9bfbc · outbound

This paper cites Focal loss for dense object detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference Focal loss for dense object detection,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.287311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40bbfdad-546a-4887-9344-1c96c653d1c1 · outbound

This paper cites Dcase 2024 task 4: Sound event detection with heterogeneous data and missing labels,.

Sound Event Detection with Boundary-Aware Optimization and Inference Dcase 2024 task 4: Sound event detection with heterogeneous data and missing labels,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.372141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98eea0cd-abbd-4c23-b3a4-c76f2b0d2f09 · outbound

This paper cites Self-supervised audio teacher-student transformer for both clip-level and frame-level tasks,.

Sound Event Detection with Boundary-Aware Optimization and Inference Self-supervised audio teacher-student transformer for both clip-level and frame-level tasks,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.480094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 043d8a23-f3d9-40cf-8fc0-105d9ea25972 · outbound

This paper cites Beats: Audio pre-training with acoustic tokenizers,.

Sound Event Detection with Boundary-Aware Optimization and Inference Beats: Audio pre-training with acoustic tokenizers,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.538724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea998eb3-724a-4327-9bdb-48adbe8a248c · outbound

This paper cites Ex- ploring performance-complexity trade-offs in sound event detection,.

Sound Event Detection with Boundary-Aware Optimization and Inference Ex- ploring performance-complexity trade-offs in sound event detection,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.615052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79d617a2-2583-4aca-b096-f056ed030d41 · outbound

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

Sound Event Detection with Boundary-Aware Optimization and Inference Audio set: An ontology and human-labeled dataset for audio events,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.704178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69d69557-b1c3-4c2e-a403-a84f96c854e3 · outbound

This paper cites Decoupled weight decay regularization,.

Sound Event Detection with Boundary-Aware Optimization and Inference Decoupled weight decay regularization,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.784510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89d69113-4721-4995-bcae-48cc02309b4f · outbound

This paper cites Domain generalization with relaxed instance frequency-wise normalization for multi-device acoustic scene classification,.

Sound Event Detection with Boundary-Aware Optimization and Inference Domain generalization with relaxed instance frequency-wise normalization for multi-device acoustic scene classification,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.872673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bb53014-594a-4f50-b46a-450373e46405 · outbound

This paper cites Knowledge distil- lation from transformers for low-complexity acoustic scene classification,.

Sound Event Detection with Boundary-Aware Optimization and Inference Knowledge distil- lation from transformers for low-complexity acoustic scene classification,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:32.943752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40fcfaaf-2183-4e72-bc5b-45017df11f61 · outbound

This paper cites Filteraugment: An acoustic environmental data augmentation method,.

Sound Event Detection with Boundary-Aware Optimization and Inference Filteraugment: An acoustic environmental data augmentation method,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T12:09:33.033445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f6ada1e1-059e-400c-af6e-c10432518b1b · inbound

Executable Boundary Contracts for Sound Event Traces cites this paper.

Executable Boundary Contracts for Sound Event Traces Sound Event Detection with Boundary-Aware Optimization and Inference

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-06-09T02:06:10.316856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.