Paper Citation Record · LEDGER

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection

As of 19 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2608.00857.

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

pith.paper-citation-record.v1
2608.00857 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:20:37.981057Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy6
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2cd3ba41-fb4e-4621-b33f-3b743ef6b2bd · outbound

This paper cites Qwen3-TTS Technical Report.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Qwen3-TTS Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.889221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f40eac80-b7f4-4b75-b583-6c2dc8455fdb · outbound

This paper cites ACM Computing Surveys , volume=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection ACM Computing Surveys , volume=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.893395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8489d3fa-f11c-4b86-85ce-9d8ddee0ce6d · outbound

This paper cites Computer Speech & Language , volume=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Computer Speech & Language , volume=

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.897442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 300d3c96-0946-4ec7-9a30-c9002fd24946 · outbound

This paper cites ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.900443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1455f33-1d77-4a6c-9865-35c6fc87adbe · outbound

This paper cites AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection AT-ADD: All-Type Audio Deepfake Detection Challenge Evaluation Plan

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.903670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6059e56b-a1c6-4dcb-b69d-63b4177ffe6f · outbound

This paper cites 2024 International Joint Conference on Neural Networks (IJCNN) , pages=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection 2024 International Joint Conference on Neural Networks (IJCNN) , pages=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.906901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58d4f143-e8a9-4e1c-ac4c-97af411113ac · outbound

This paper cites ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , pages=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , pages=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.909739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b4d83ef-1aa5-470a-ab54-39011ca3cbac · outbound

This paper cites ICASSP 2022-2022 IEEE international conference on acoustics, speech and signal processing (ICASSP) , pages=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection ICASSP 2022-2022 IEEE international conference on acoustics, speech and signal processing (ICASSP) , pages=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.912484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55e22959-2832-49dd-8edf-208be54908e0 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.915419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cd58751-551c-4fb5-841d-558dd260a3d4 · outbound

This paper cites , author=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection , author=

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:38.270694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ba822ebf-67c9-4927-afe5-475eec4dcdbf · outbound

This paper cites IEEE Signal Processing Letters , year=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection IEEE Signal Processing Letters , year=

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:38.260600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d0d7fd6f-1529-4b1e-8013-bed303f6159f · outbound

This paper cites Proceedings of the 32nd ACM International Conference on Multimedia , pages=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Proceedings of the 32nd ACM International Conference on Multimedia , pages=

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:38.250718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c6152005-eae1-4687-8133-0e8ab87143d2 · outbound

This paper cites Findings of the Association for Computational Linguistics: NAACL 2025 , pages=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Findings of the Association for Computational Linguistics: NAACL 2025 , pages=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.930261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c610bfc6-370d-4976-a6cc-90a3bb19d67c · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:38.234277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5716adf1-59bb-42bb-9e3b-929522cb8b98 · outbound

This paper cites Hierarchical Reasoning Model.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Hierarchical Reasoning Model

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.936448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d24d49bd-f975-460e-9f9e-68af81202a36 · outbound

This paper cites HRM-Text: Efficient Pretraining Beyond Scaling.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection HRM-Text: Efficient Pretraining Beyond Scaling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.939967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61e0e235-d3b9-4871-8102-dc475636d4e1 · outbound

This paper cites arXiv preprint arXiv:2510.00355 , year=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection arXiv preprint arXiv:2510.00355 , year=

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.943384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f71ad26-0354-438a-877d-3d8d68c7e313 · outbound

This paper cites Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.946544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d084ce12-e5c3-4eb4-9f96-546e33265722 · outbound

This paper cites 2026 , publisher=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection 2026 , publisher=

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:38.224955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 61c83d18-2bc3-4081-94b3-5633a78531ee · outbound

This paper cites Advances in neural information processing systems , volume=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Advances in neural information processing systems , volume=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.953159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf0e1916-a46b-4089-91bf-163b9fde6cb2 · outbound

This paper cites wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.956133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f9b68af-a8e5-4048-a177-eadbe9d75a0a · outbound

This paper cites IEEE/ACM transactions on audio, speech, and language processing , volume=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection IEEE/ACM transactions on audio, speech, and language processing , volume=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.959362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b221c4-eee3-427e-941c-5d98a8e826fd · outbound

This paper cites IEEE Journal of Selected Topics in Signal Processing , volume=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection IEEE Journal of Selected Topics in Signal Processing , volume=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.962336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2239ef2-374e-40d2-8d40-2ee78c682cd8 · outbound

This paper cites International conference on learning representations , volume=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection International conference on learning representations , volume=

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:38.199210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 03e1001f-bd9f-42be-bd05-f1faed6c9356 · outbound

This paper cites GLU Variants Improve Transformer.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection GLU Variants Improve Transformer

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.968539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 978f700c-8b59-4856-82b3-20462b43c918 · outbound

This paper cites Advances in neural information processing systems , volume=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Advances in neural information processing systems , volume=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.971639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3180791-98c8-459a-8f18-36217092841e · outbound

This paper cites RawBoost: A Raw Data Boosting and Augmentation Method applied to Automatic Speaker Verification Anti-Spoofing.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection RawBoost: A Raw Data Boosting and Augmentation Method applied to Automatic Speaker Verification Anti-Spoofing

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T15:20:38.024273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b4d79e75-1ea8-4749-bb18-16ad69755630 · outbound

This paper cites Proceedings of the IEEE international conference on computer vision , pages=.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Proceedings of the IEEE international conference on computer vision , pages=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.978147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c07e7b1-526a-463c-af3b-0b5e98a0f010 · outbound

This paper cites Decoupled Weight Decay Regularization.

REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection Decoupled Weight Decay Regularization

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:37.981057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.