Paper Citation Record · LEDGER

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention

As of 20 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 3 inbound Pith citation observations for arXiv:2505.13930.

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

pith.paper-citation-record.v1
2505.13930 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:10:10.976231Z

measured 48 of 48 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:10:10.805260Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T20:10:11.190040Z

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy23
unresolved20
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0c0c37f9-bb62-4239-892c-45e1dec504d2 · outbound

This paper cites an unresolved cited work.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:10:11.579018Z

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 8ef7315e-3978-491a-8db9-b53f28927b44 · outbound

This paper cites BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:10:11.196593Z

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 ea136093-c629-4f9f-b74a-6bb83b5701d0 · outbound

This paper cites an unresolved cited work.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:10:11.552700Z

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 6e1d15df-4475-481b-b722-f92705f01482 · outbound

This paper cites Our framework with different Mamba derivatives In Section 2.3, we introduced several Mamba derivatives for processing spectral and temporal features within our framework.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Our framework with different Mamba derivatives In Section 2.3, we introduced several Mamba derivatives for processing spectral and temporal features within our framework

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T20:10:11.527326Z

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 58997ef7-e9d5-4a42-99ec-50fcf1484384 · outbound

This paper cites Our approach outperforms existing Transformer-based and GA T models, demonstrating superior performance across challenging datasets, particularly ASVspoof DF21.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Our approach outperforms existing Transformer-based and GA T models, demonstrating superior performance across challenging datasets, particularly ASVspoof DF21

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.500985Z

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 b0db6eff-fe67-460e-99f4-82ae14d70c34 · outbound

This paper cites A Survey on Speech Deepfake Detection.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention A Survey on Speech Deepfake Detection

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.856752Z

Source-reported events for the cited work

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Observation f65ca14b-ffd3-4ab3-ba91-e11d35e9b772 · outbound

This paper cites A comparison of features for synthetic speech detection,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention A comparison of features for synthetic speech detection,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.860159Z

Source-reported events for the cited work

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Observation 3fb37726-e30e-4ae3-8743-144613295315 · outbound

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

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Constant q cepstral coeffi- cients: A spoofing countermeasure for automatic speaker verification,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.442976Z

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 e1a8cf36-5a6a-4ee5-901a-d0ff6833ca2e · outbound

This paper cites A deep learning approaches in text-to-speech system: a systematic review and recent research perspective,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention A deep learning approaches in text-to-speech system: a systematic review and recent research perspective,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.489263Z

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 f1c07041-08f0-40bf-84f7-6745d83236ec · outbound

This paper cites The singing voice conversion challenge 2023,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention The singing voice conversion challenge 2023,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.476481Z

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 77f223aa-2f0f-434d-a4a8-43e304dbcbb6 · outbound

This paper cites Audio Deepfake Detection: A Survey.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Audio Deepfake Detection: A Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.844874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16e55b08-b766-4394-95b3-f85ce864e82e · outbound

This paper cites Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.849095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90cb8b45-0ee4-45e9-8733-a9a447965ffd · outbound

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

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Spoofing and countermeasures for speaker verification: A review,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.463823Z

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 b109c26f-bf01-488b-8d1f-e83723ff645c · outbound

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

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.376786Z

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 9e4f31b4-858e-4e5b-a760-f932532162ea · outbound

This paper cites an unresolved cited work.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:10:11.565691Z

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 2e94cfda-11e2-488a-9f0d-2487dcaad5c1 · outbound

This paper cites RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.893756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c2ca6f9-48d4-4c72-a801-75074f645f4a · outbound

This paper cites The effect of silence and dual-band fusion in anti-spoofing system,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention The effect of silence and dual-band fusion in anti-spoofing system,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.429602Z

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 8e2534e1-05f2-4f16-b78b-c804e3c5ca72 · outbound

This paper cites Investigation of the influence of blocks on the linear spectrum for synthetic speech detection,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Investigation of the influence of blocks on the linear spectrum for synthetic speech detection,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.418032Z

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 478f9628-bdb0-4c66-8cc1-88162230e6fc · outbound

This paper cites The remainder of the framework is identical across all configurations.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention The remainder of the framework is identical across all configurations

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.512737Z

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 5bfd2613-94e7-4c8b-809c-2ec858428947 · outbound

This paper cites Hm-conformer: A conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification token aggregation methods,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Hm-conformer: A conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification token aggregation methods,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.405630Z

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 d281b5c7-ddfa-4dc1-af1b-345597b172a2 · outbound

This paper cites Dual-branch knowledge distillation for noise-robust synthetic speech detection,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Dual-branch knowledge distillation for noise-robust synthetic speech detection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.392442Z

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 c6c438e2-5fb7-4307-b835-a1ec323942a8 · outbound

This paper cites Graph Attention Networks for Anti-Spoofing.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Graph Attention Networks for Anti-Spoofing

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.880362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69c20a28-42f0-4605-a12c-93759beb4527 · outbound

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

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Leveraging positional-related local-global dependency for synthetic speech detection,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.363160Z

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 b23afc2d-a1b9-401f-b4f9-91923b6d8c75 · outbound

This paper cites Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.928018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b83d18f-3212-4973-88a9-a7527eaddd43 · outbound

This paper cites End-to-end anti-spoofing with rawnet2,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention End-to-end anti-spoofing with rawnet2,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.349535Z

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 6025432d-c53b-4f15-8975-ff26c0c43189 · outbound

This paper cites End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.901969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b241cf9-4573-4cb4-b809-cc89c56b9d11 · outbound

This paper cites Spoofing speech detection by modeling local spectro-temporal and long-term dependency,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Spoofing speech detection by modeling local spectro-temporal and long-term dependency,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.335054Z

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 c5f49ab5-3d2e-40bf-9cea-ffe192053dba · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.910416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d45f011-5c61-4a80-9288-a440fc98427b · outbound

This paper cites An Empirical Study of Mamba-based Language Models.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention An Empirical Study of Mamba-based Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.915010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2ffe65a-490a-4da2-854b-629e5236bf14 · outbound

This paper cites Visual Mamba: A Survey and New Outlooks.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Visual Mamba: A Survey and New Outlooks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.919971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92490697-178c-4479-9c9c-de28168527f9 · outbound

This paper cites SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.923882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22c9c051-3a0f-4b2f-9b5e-6652b8a50276 · outbound

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

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Asvspoof 2021: accelerating progress in spoofed and deepfake speech detection,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.252101Z

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 acb2403f-4ad2-437c-8634-6315db29af0e · outbound

This paper cites Replay and synthetic speech detection with res2net architecture,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Replay and synthetic speech detection with res2net architecture,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.932456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eea63bda-95a9-49a4-aaff-49e0a3c36756 · outbound

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

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Mamba in Speech: Towards an Alternative to Self-Attention

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.936070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a90596c8-6e37-4adb-a360-238707ae024f · outbound

This paper cites Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.939827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad0d0afd-3efa-465f-beeb-cdb7ba3e94fa · outbound

This paper cites T o ensure reliable results, all experiments are conducted three times with different random seeds.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention T o ensure reliable results, all experiments are conducted three times with different random seeds

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.540661Z

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 c319cc9e-273f-483e-a1e6-f732bd536aba · outbound

This paper cites Attention is all you need,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Attention is all you need,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.315496Z

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 761ac1c7-eaa2-4086-ad78-69eaa996de8b · outbound

This paper cites The role of long-term dependency in synthetic speech detection,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention The role of long-term dependency in synthetic speech detection,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.301190Z

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 6069617b-edd3-461f-a2fd-0b515fe4db80 · outbound

This paper cites Advanced rawnet2 with attention- based channel masking for synthetic speech detection,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Advanced rawnet2 with attention- based channel masking for synthetic speech detection,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.287123Z

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 e328e7eb-ae7a-4b79-b812-359c989df0dd · outbound

This paper cites Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.271746Z

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 38370c68-58be-4a00-accc-781b8b581242 · outbound

This paper cites ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.960887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b85c202e-f58c-4594-9a35-757191bf13c4 · outbound

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

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention T andem assessment of spoofing countermeasures and automatic speaker verification: Fundamentals,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.237964Z

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 eb15f74b-09ff-4256-b729-9ac523692bc2 · outbound

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

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Adam: A method for stochastic optimization,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.223367Z

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 322666a5-dc3d-48fe-b7d1-005b89e729b2 · outbound

This paper cites Sphereface: Deep hypersphere embedding for face recognition,.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Sphereface: Deep hypersphere embedding for face recognition,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:10:11.211578Z

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 14b7649f-b6c8-4238-93a3-5268e29dd045 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention Adam: A Method for Stochastic Optimization

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-15T20:10:10.972457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8ef7315e-3978-491a-8db9-b53f28927b44 · inbound