Paper Citation Record · LEDGER

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection

As of 23 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 4 inbound Pith citation observations for arXiv:2411.10027.

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

pith.paper-citation-record.v1
2411.10027 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:05:23.494809Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:08:18.941838Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T14:43:39.224068Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy26
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0a659c6f-dd46-4fc7-9d82-95e134eb3530 · outbound

This paper cites Refining the evaluation of speech synthesis: A summary of the Blizzard Challenge 2023,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Refining the evaluation of speech synthesis: A summary of the Blizzard Challenge 2023,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.915630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a5ddef1-b128-4038-a3c1-528d55ecbc64 · outbound

This paper cites V oice conversion challenge 2020 — intra-lingual semi-parallel and cross-lingual voice conversion —,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection V oice conversion challenge 2020 — intra-lingual semi-parallel and cross-lingual voice conversion —,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.904434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c8c95460-7ee4-4a2a-8b78-3aa734db4711 · outbound

This paper cites Spoofing and countermeasures for speaker verification: A survey,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Spoofing and countermeasures for speaker verification: A survey,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.257652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e64d5e54-483f-4fb4-98a2-8b9c8b865abe · outbound

This paper cites Anti-spoofing for text-independent speaker verification: An initial database, comparison of countermeasures, and human performance,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Anti-spoofing for text-independent speaker verification: An initial database, comparison of countermeasures, and human performance,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.885718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e10296e5-da67-40ce-89e9-d8d614fce296 · outbound

This paper cites The attacker’s perspective on automatic speaker verification: An overview,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection The attacker’s perspective on automatic speaker verification: An overview,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.873889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f49dcf4d-c030-4784-8a55-e5d09cbddf3f · outbound

This paper cites ASVspoof: The automatic speaker verification spoofing and countermeasures challenge,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection ASVspoof: The automatic speaker verification spoofing and countermeasures challenge,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.861752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 339eb202-049e-4602-ab7e-2ffc662ccd79 · outbound

This paper cites Combining evidences from mel cepstral, cochlear filter cepstral and instantaneous frequency features for detection of natural vs. spoofed speech,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Combining evidences from mel cepstral, cochlear filter cepstral and instantaneous frequency features for detection of natural vs. spoofed speech,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.849178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1f4189ea-c701-4e30-9aad-f2b73374a38d · outbound

This paper cites Constant Q cepstral coeffi- cients: A spoofing countermeasure for automatic speaker verification,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Constant Q cepstral coeffi- cients: A spoofing countermeasure for automatic speaker verification,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.388382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81f3f12c-d55c-4121-9d65-e187e401c383 · outbound

This paper cites Long range acoustic features for spoofed speech detection,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Long range acoustic features for spoofed speech detection,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.392793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb7f4961-5a4b-4e18-a4f4-9c725122d10b · outbound

This paper cites Long range acoustic and deep features perspective on ASVspoof 2019,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Long range acoustic and deep features perspective on ASVspoof 2019,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.822827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7e72dbc0-8dae-4cd7-8498-66ae4174fd77 · outbound

This paper cites End-to-end anti-spoofing with RawNet2,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection End-to-end anti-spoofing with RawNet2,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.401551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec007cd1-e985-4a54-9f76-c81a955596f6 · outbound

This paper cites Leveraging positional-related local-global dependency for synthetic speech detec- tion,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Leveraging positional-related local-global dependency for synthetic speech detec- tion,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.803784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5d5573ee-efb7-42af-b576-c0192a950b4c · outbound

This paper cites AASIST: Audio anti-spoofing using integrated spectro-temporal graph attention networks,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection AASIST: Audio anti-spoofing using integrated spectro-temporal graph attention networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.790250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 53e48c85-4afe-407e-99e4-2a475b360eba · outbound

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

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.777846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e3ce2964-9dfd-45ad-90cc-f34be114f514 · outbound

This paper cites wav2vec: Unsu- pervised pre-training for speech recognition,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection wav2vec: Unsu- pervised pre-training for speech recognition,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.764948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5354f765-347d-4f8f-84ab-00585dda3937 · outbound

This paper cites HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.419533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee017c93-8fd0-427c-87ea-08a43de53da6 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.746415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9c2b75b8-d6c5-46cb-9631-8c265ec4fda5 · outbound

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

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection XLS-R: Self-supervised cross-lingual speech representation learning at scale,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.735057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 42ad88ce-858d-46ba-8485-6a111b933ebf · outbound

This paper cites A conformer-based classifier for variable-length utterance processing in anti-spoofing,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection A conformer-based classifier for variable-length utterance processing in anti-spoofing,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.724159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4dfb012c-6914-4efb-8fd4-e47e1cd933b4 · outbound

This paper cites Conformer: Convolution- augmented transformer for speech recognition,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Conformer: Convolution- augmented transformer for speech recognition,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.433797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9d60777-9004-4638-a1d1-32ced01670ee · outbound

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

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.706065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bd50df83-a9c1-4939-8b72-cf219343e7f4 · outbound

This paper cites Attention is all you need,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Attention is all you need,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.694030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0345852f-b620-4244-9cb5-7ce39854974f · outbound

This paper cites Mamba in Speech: Towards an Alternative to Self-Attention.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Mamba in Speech: Towards an Alternative to Self-Attention

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.444593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bc110cd-7d96-4918-bbdf-a80f4cd473d0 · outbound

This paper cites Efficiently modeling long sequences with structured state spaces,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Efficiently modeling long sequences with structured state spaces,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.681055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 450e5de3-4794-4a0b-b334-d6f10dbe98f6 · outbound

This paper cites Mamba: Linear-time sequence modeling with selective state spaces,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Mamba: Linear-time sequence modeling with selective state spaces,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.668355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3e9f57b4-6af6-45d4-a9d5-2a4e10f7a247 · outbound

This paper cites RawBMamba: End-to-end bidirectional state space model for audio deepfake detection,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection RawBMamba: End-to-end bidirectional state space model for audio deepfake detection,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.456341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff36faeb-bd76-44b3-817c-75a741cdb796 · outbound

This paper cites TF-Mamba: A Time-Frequency Network for Sound Source Localization.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection TF-Mamba: A Time-Frequency Network for Sound Source Localization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.459888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b55357-c63c-48ae-b376-d9d5e5315903 · outbound

This paper cites ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.650131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 77c7234f-df36-4b40-a024-f2de4fca655a · outbound

This paper cites Does audio deepfake detection generalize?.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Does audio deepfake detection generalize?

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.467394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbda0f5d-0431-4a1f-b4d1-a0175157d652 · outbound

This paper cites Tandem assessment of spoofing countermeasures and automatic speaker verification: Fundamentals,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Tandem assessment of spoofing countermeasures and automatic speaker verification: Fundamentals,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.632213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5eebce54-8f1b-48ef-86b2-35582191c8ce · outbound

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

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection RawBoost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.620011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1e0e6b88-1cf7-47b6-923e-7be98ac6a9a9 · outbound

This paper cites Improving short utterance anti-spoofing with AASIST2,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Improving short utterance anti-spoofing with AASIST2,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.607855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1452be4a-1d95-498c-8f76-941d02978c55 · outbound

This paper cites Audio deepfake detection with self-supervised WavLM and multi-fusion attentive classi- fier,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Audio deepfake detection with self-supervised WavLM and multi-fusion attentive classi- fier,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.596263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d3d334e7-7a09-457a-b91e-e5f4e8bd191c · outbound

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

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Temporal-channel modeling in multi-head self-attention for synthetic speech detection,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.584179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2b3a97ed-f51c-4c44-8142-1b6af25c8d5f · outbound

This paper cites Visualizing data using t-SNE.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Visualizing data using t-SNE

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.572303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 80244f51-15b7-4fd9-bbd9-5a166523eee4 · outbound

This paper cites Audio deepfake detection with self- supervised XLS-R and SLS classifier,.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Audio deepfake detection with self- supervised XLS-R and SLS classifier,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T20:05:23.560405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e1bf9134-a57c-4b5d-b3df-d984583d7c8e · outbound

This paper cites Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0.

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T20:05:23.494809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 048384eb-690f-48d4-8d72-675c296c5f4a · inbound

Tell me Habibi, is it Real or Fake? cites this paper.

Tell me Habibi, is it Real or Fake? XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T13:08:18.941838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87949962-c8f0-4b13-ac52-c826e89229d1 · inbound

Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusion cites this paper.

Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusion XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:42:31.948535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 798c985c-af57-4f7a-ae85-e1eefb4ee21c · inbound

Evaluating Fake Music Detection Performance Under Audio Augmentations cites this paper.

Evaluating Fake Music Detection Performance Under Audio Augmentations XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T19:33:13.538918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44d169ee-a89b-4221-90c2-e8d9c6e68b69 · inbound

WaveVerify: A Novel Audio Watermarking Framework for Media Authentication and Combatting Deepfakes cites this paper.

WaveVerify: A Novel Audio Watermarking Framework for Media Authentication and Combatting Deepfakes XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:43:39.322699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.