Paper Citation Record · LEDGER

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge

As of 11 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 2 inbound Pith citation observations for arXiv:2606.10791.

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

pith.paper-citation-record.v1
2606.10791 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T05:19:26.613301Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T01:12:30.652884Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact4
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 232f632b-1db2-4788-92c3-4c5dec6ffe09 · outbound

This paper cites Compspoof: A dataset and joint learning framework for component- level audio anti-spoofing countermeasures,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Compspoof: A dataset and joint learning framework for component- level audio anti-spoofing countermeasures,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19d3c7f0-05cf-44db-bb8c-db9954dd9bc4 · outbound

This paper cites Environmental sound deepfake detection challenge: An overview,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Environmental sound deepfake detection challenge: An overview,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bf0a484-d791-4479-8812-b50d30a90bc8 · outbound

This paper cites Esdd 2026: Environmental sound deepfake detection challenge evalu- ation plan.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Esdd 2026: Environmental sound deepfake detection challenge evalu- ation plan

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:13:45.457367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b57569d5-309e-4f9d-8d95-3de276efdd9f · outbound

This paper cites The First Environmental Sound Deepfake Detection Challenge: Benchmarking Robustness, Evaluation, and Insights.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge The First Environmental Sound Deepfake Detection Challenge: Benchmarking Robustness, Evaluation, and Insights

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-06-29T17:13:45.460141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9ab58271-24bf-4981-9bf9-8086b5837f7c · outbound

This paper cites Audiocaps: Generating captions for audios in the wild,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Audiocaps: Generating captions for audios in the wild,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 042c6abe-6b0e-4fd5-8bf6-590efff56f36 · outbound

This paper cites Vggsound: A large-scale audio-visual dataset,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Vggsound: A large-scale audio-visual dataset,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07539c61-dfc3-428f-9337-3b6ef6df7c10 · outbound

This paper cites Common voice: A massively-multilingual speech corpus,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Common voice: A massively-multilingual speech corpus,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56ae0c1a-0697-4f19-a148-40ae387b432a · outbound

This paper cites Libritts: A corpus derived from librispeech for text-to-speech,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Libritts: A corpus derived from librispeech for text-to-speech,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5336ba8-0f17-41cb-990e-8f9ceda0d07d · outbound

This paper cites Enhancing Speaking Styles in Conversational Text-to- Speech Synthesis with Graph-Based Multi-Modal Context Modeling,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Enhancing Speaking Styles in Conversational Text-to- Speech Synthesis with Graph-Based Multi-Modal Context Modeling,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ff9eef4-abe3-4784-a5eb-70cfeb577d1c · outbound

This paper cites TAU urban acoustic scenes 2019 open set, development dataset,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge TAU urban acoustic scenes 2019 open set, development dataset,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f996d014-f2a6-4539-9b04-341c18729f27 · outbound

This paper cites Tut database for acoustic scene classification and sound event detection,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Tut database for acoustic scene classification and sound event detection,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48cdeae3-1491-4c41-84fa-7d32dcf00ba7 · outbound

This paper cites Tut sound events 2017, development dataset,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Tut sound events 2017, development dataset,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 253bd668-0da4-4fef-a7b1-ac8188142c26 · outbound

This paper cites Tut sound events 2017, evaluation dataset,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Tut sound events 2017, evaluation dataset,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5f8cd24-7d0f-48fc-aa2e-a672c9eff077 · outbound

This paper cites A dataset and taxonomy for urban sound research,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge A dataset and taxonomy for urban sound research,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fee1ee3-771f-4ddf-9651-48ab1da8805c · outbound

This paper cites Envsdd: Benchmarking environ- mental sound deepfake detection,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Envsdd: Benchmarking environ- mental sound deepfake detection,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c1e80e0-bc0a-40bb-9e6a-9f96660dfd06 · outbound

This paper cites VCapA V: A Video-Caption Based Audio-Visual Deepfake Detection Dataset,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge VCapA V: A Video-Caption Based Audio-Visual Deepfake Detection Dataset,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcaa45db-68c8-48af-a0a2-6b1e3ebf5e71 · outbound

This paper cites Asvspoof 5: crowdsourced speech data, deepfakes, and adversarial attacks at scale,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Asvspoof 5: crowdsourced speech data, deepfakes, and adversarial attacks at scale,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9b0f8ee-ca98-4520-9edc-d0aa8b844723 · outbound

This paper cites Mlaad: The multi-language audio anti-spoofing dataset,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Mlaad: The multi-language audio anti-spoofing dataset,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45700f7c-301d-4e92-8be6-0916ff1e4497 · outbound

This paper cites Deepfake Audio Detection Using Self-supervised Fusion Representations.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Deepfake Audio Detection Using Self-supervised Fusion Representations

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-06-29T17:13:45.451160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 34989123-f903-4c8c-a4a0-320f63b578d3 · outbound

This paper cites Xls-r: Self-supervised cross-lingual speech representation learning at scale,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Xls-r: Self-supervised cross-lingual speech representation learning at scale,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bc75510-8d98-4fe5-b805-e10e7612c8d3 · outbound

This paper cites Eat: self-supervised pre-training with efficient audio transformer,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Eat: self-supervised pre-training with efficient audio transformer,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 215b379f-5aa8-4fe5-8d6f-64555c8b5c2a · outbound

This paper cites Sslam: Enhancing self-supervised models with audio mixtures for polyphonic soundscapes,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Sslam: Enhancing self-supervised models with audio mixtures for polyphonic soundscapes,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c2df84a-9a4a-41aa-97e5-802c8f3a8665 · outbound

This paper cites Scaling up masked audio encoder learning for general audio classification,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Scaling up masked audio encoder learning for general audio classification,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 403b2a7d-c133-40e2-b9c2-cde0f0be6a0d · outbound

This paper cites Do compact ssl backbones matter for audio deepfake detection? a controlled study with raptor.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Do compact ssl backbones matter for audio deepfake detection? a controlled study with raptor

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:13:45.454386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ad31a4fe-884f-4eaf-9ea1-359698f3885f · outbound

This paper cites Xlsr-mamba: A dual-column bidirectional state space model for spoofing attack detection,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Xlsr-mamba: A dual-column bidirectional state space model for spoofing attack detection,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5c67944-6bc0-4057-b0a0-b6c4dd7392ce · outbound

This paper cites Audio deepfake detection with self-supervised xls-r and sls classifier,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Audio deepfake detection with self-supervised xls-r and sls classifier,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a9f7525-0672-4550-9bcf-38d0ea49b8b0 · outbound

This paper cites Temporal-channel modeling in multi-head self-attention for synthetic speech detection,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Temporal-channel modeling in multi-head self-attention for synthetic speech detection,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4b91ff5-e510-412a-b532-4bdf4fd1ddfd · outbound

This paper cites Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.

Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T05:19:26.613301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5bf1ba35-306a-4e43-8ba6-63af0b17ca99 · inbound

SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation cites this paper.

SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T12:34:20.057072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1286339-70b2-46c1-99ef-d8ef0b441fa1 · inbound

Large Audio Language Models for Spoofing-Aware Speaker Verification cites this paper.

Large Audio Language Models for Spoofing-Aware Speaker Verification Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T01:12:30.652884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.