Paper Citation Record · LEDGER

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition

As of 22 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2412.16904.

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

pith.paper-citation-record.v1
2412.16904 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T06:05:02.400801Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T13:02:30.423708Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-09T13:02:30.482021Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy28
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ffc219a4-1d9d-433d-b3d5-a308b19bad9f · outbound

This paper cites Emotion neural transducer for fine-grained speech emotion recog- nition,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Emotion neural transducer for fine-grained speech emotion recog- nition,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:03.052648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d0ed6db6-bb36-4ae1-95da-1637ff1ee4a3 · outbound

This paper cites Dwformer: Dynamic window transformer for speech emotion recognition,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Dwformer: Dynamic window transformer for speech emotion recognition,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:03.035193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c5f4eae9-6b9c-4ebc-bbb7-cbcc85d85087 · outbound

This paper cites Dst: Deformable speech transformer for emotion recognition,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Dst: Deformable speech transformer for emotion recognition,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:03.013534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b7d27a64-c95a-4d0f-a528-a53856c91a82 · outbound

This paper cites Speechformer++: A hierarchical efficient framework for paralinguistic speech processing,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Speechformer++: A hierarchical efficient framework for paralinguistic speech processing,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.990418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6652a36c-6654-497f-9add-745d5212cf99 · outbound

This paper cites Audio-visual segmentation with semantics,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Audio-visual segmentation with semantics,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.972061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 85a554be-e995-4e86-b556-f7ce22bd2627 · outbound

This paper cites Prototype Learning for Micro-gesture Classification.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Prototype Learning for Micro-gesture Classification

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.248844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8e25e53-ad64-43e8-ac8b-d2344ec02699 · outbound

This paper cites Data augmentation for human behavior analysis in multi-person conversa- tions,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Data augmentation for human behavior analysis in multi-person conversa- tions,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.954013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a3e56950-e7cc-4896-84e2-f034a8d47ce7 · outbound

This paper cites Patch-level Sounding Object Tracking for Audio-Visual Question Answering.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Patch-level Sounding Object Tracking for Audio-Visual Question Answering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.260879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c34c73b-b367-4613-b0a3-3c4d841031d7 · outbound

This paper cites Cluster-phys: Facial clues clustering towards efficient remote physiological measure- ment,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Cluster-phys: Facial clues clustering towards efficient remote physiological measure- ment,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.937145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b282cc2c-19c8-4deb-97cd-99815dfa91a5 · outbound

This paper cites Speech emotion recognition with co-attention based multi- level acoustic information,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Speech emotion recognition with co-attention based multi- level acoustic information,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.919402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1a0927a9-6d01-43b0-b899-c3977fc14b15 · outbound

This paper cites Wavlm: Large-scale self-supervised pre-training for full stack speech processing,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Wavlm: Large-scale self-supervised pre-training for full stack speech processing,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.276991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5dbde79-197f-496a-a4b2-e058eaa81e60 · outbound

This paper cites Graph- based multimodal sequential embedding for sign language translation,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Graph- based multimodal sequential embedding for sign language translation,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.282597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c784a95-6273-4fa1-b58c-7e21300a76bd · outbound

This paper cites Gloss-driven conditional diffusion models for sign language produc- tion,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Gloss-driven conditional diffusion models for sign language produc- tion,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.881637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b0593542-c58c-44a0-9456-e94402f46ee4 · outbound

This paper cites SpeechFormer: A Hierarchical Efficient Framework Incorporating the Characteristics of Speech.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition SpeechFormer: A Hierarchical Efficient Framework Incorporating the Characteristics of Speech

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.292886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd58bcc4-d65e-4feb-a5df-eda1cdee5028 · outbound

This paper cites Mingling or misalignment? temporal shift for speech emotion recognition with pre-trained repre- sentations,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Mingling or misalignment? temporal shift for speech emotion recognition with pre-trained repre- sentations,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.866055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a43cacc2-1923-4c9e-80e9-ded48db46990 · outbound

This paper cites Adaptive dynamic filtering network for image denoising,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Adaptive dynamic filtering network for image denoising,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.849595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7452d28b-54f3-417f-8893-e255d4ab3707 · outbound

This paper cites Mutual information-driven triple interaction network for efficient image dehaz- ing,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Mutual information-driven triple interaction network for efficient image dehaz- ing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.832490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8f9b3941-6aa7-41eb-9467-28555ccba2d5 · outbound

This paper cites Deraincyclegan: Rain attentive cyclegan for single image deraining and rainmaking,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Deraincyclegan: Rain attentive cyclegan for single image deraining and rainmaking,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.817164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 65fa8c31-b4dc-49d0-af11-eaa0b4dc8bc3 · outbound

This paper cites Low-light wheat image enhancement using an explicit inter-channel sparse transformer,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Low-light wheat image enhancement using an explicit inter-channel sparse transformer,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.800343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e36a06cb-6fa9-4cf6-9868-45b947677d0f · outbound

This paper cites Iemocap: Interactive emotional dyadic motion capture database,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Iemocap: Interactive emotional dyadic motion capture database,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.780233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 76ff1be0-5477-4d98-973c-991b40c11bd2 · outbound

This paper cites Spice: Self-supervised pitch estimation,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Spice: Self-supervised pitch estimation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.756370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 621f5f6e-15f2-4f0f-96e3-e2756a6626d6 · outbound

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

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.331559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d573b6-2565-4154-9c74-c8ff441e5da7 · outbound

This paper cites Transformers are SSMs: Generalized models and efficient algorithms through structured state space duality,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Transformers are SSMs: Generalized models and efficient algorithms through structured state space duality,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.740883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3f31342c-bc80-4344-b3f6-2f3a5d107ea5 · outbound

This paper cites Micro-gesture Online Recognition using Learnable Query Points.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Micro-gesture Online Recognition using Learnable Query Points

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.341115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a49ebe5-07bc-4f3c-9b04-64824abf1840 · outbound

This paper cites Eulermormer: Robust eulerian motion magnification via dynamic filtering within transformer,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Eulermormer: Robust eulerian motion magnification via dynamic filtering within transformer,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.724322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2fa5fbcc-9170-4b57-a074-d55bad517fc8 · outbound

This paper cites Maskable retentive network for video moment retrieval,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Maskable retentive network for video moment retrieval,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.708169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7b500cd5-2b8a-42ab-bdc8-801bcf545a3f · outbound

This paper cites Multi-scale temporal transformer for speech emotion recognition,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Multi-scale temporal transformer for speech emotion recognition,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.692461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ca389b92-95aa-4c8f-a8df-45a555f081e0 · outbound

This paper cites Global filter networks for image classification,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Global filter networks for image classification,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.676505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 719f89ad-39f6-496c-87d4-71b0897c04d9 · outbound

This paper cites Non-linear fre- quency warping using constant-q transformation for speech emotion recognition,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Non-linear fre- quency warping using constant-q transformation for speech emotion recognition,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.660378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6f197af4-d7fb-4c77-84b3-1a9809c45310 · outbound

This paper cites Speech emotion recognition based on optimized deep features of dual-channel complementary spectrogram,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Speech emotion recognition based on optimized deep features of dual-channel complementary spectrogram,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.641178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a16f859b-a336-49f9-ad40-1f4e6f5a7c4b · outbound

This paper cites Proposal-free video grounding with contextual pyramid network,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Proposal-free video grounding with contextual pyramid network,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.625541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 54b900ad-dee5-466e-a915-c542370250f7 · outbound

This paper cites Fre- quency decoupling for motion magnification via multi-level isomorphic architecture,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Fre- quency decoupling for motion magnification via multi-level isomorphic architecture,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.609952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eaa6e69b-f96e-4a72-9d2d-a7c103eb1e6e · outbound

This paper cites Contrastive positive sample propagation along the audio-visual event line,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Contrastive positive sample propagation along the audio-visual event line,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.593331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8762e5b9-eb68-4442-a8e8-b8212a59b4a1 · outbound

This paper cites MELD: A multimodal multi- party dataset for emotion recognition in conversations,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition MELD: A multimodal multi- party dataset for emotion recognition in conversations,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.577246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 846183c0-cf65-4bd9-a583-17f75ffcb3ff · outbound

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

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.391431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5002ea9f-3e72-45d5-8aa9-07765beaad85 · outbound

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

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Hubert: Self- supervised speech representation learning by masked prediction of hidden units,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T06:05:02.396360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62e6eb86-cab9-48d8-8f7a-442bf4005f5f · outbound

This paper cites Robust speech recognition via large- scale weak supervision,.

Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition Robust speech recognition via large- scale weak supervision,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T06:05:02.540934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation 57f34549-ab8b-4030-b1b5-c6da317c987c · inbound

Exploiting Ensemble Learning for Cross-View Isolated Sign Language Recognition cites this paper.

Exploiting Ensemble Learning for Cross-View Isolated Sign Language Recognition Temporal-Frequency State Space Duality: An Efficient Paradigm for Speech Emotion Recognition

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-09T13:02:30.485666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.