Paper Citation Record · LEDGER

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition

As of 17 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2506.02059.

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

pith.paper-citation-record.v1
2506.02059 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:56:05.607696Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:56:02.131837Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T11:56:06.781642Z

Reference resolution

45 of 45 outbound references displayed

verified exact3
verified fuzzy36
unresolved3
parse uncertain0
malformed identifier2
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a6b44e2d-3790-4f5d-a236-43331f2023b9 · outbound

This paper cites The goal of SER is to automatically infer emotional states from speech signals, enabling more natural and adaptive interactions between humans and machines.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition The goal of SER is to automatically infer emotional states from speech signals, enabling more natural and adaptive interactions between humans and machines

Reference 1

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T11:56:09.599644Z

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Observation 711c5d98-9dcb-4080-bbf4-e4df9a710278 · outbound

This paper cites Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T11:56:06.958185Z

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Observation ad9ed6f4-bb30-4591-8791-26e8495ed198 · outbound

This paper cites happy,” “sad,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition happy,” “sad,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.584807Z

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Observation ee00961f-e033-4b37-a7da-fa037edd58b3 · outbound

This paper cites anger”/“happiness.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition anger”/“happiness

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.551533Z

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Observation 626ce7cd-b21a-43ca-8be9-1922189d656c · outbound

This paper cites We use Whisper.small.en via transformers 4.39.3.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition We use Whisper.small.en via transformers 4.39.3

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.567721Z

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Observation c386c8f2-1a78-47fa-987f-cb78678354de · outbound

This paper cites an unresolved cited work.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Unresolved cited work

Reference 6

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T11:56:09.535935Z

Source-reported events for the cited work

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Observation 04005c1e-abf8-4dbf-a574-8a23d00ef00f · outbound

This paper cites The views, opin- ions and/or findings expressed are those of the authors solely.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition The views, opin- ions and/or findings expressed are those of the authors solely

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.518324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 649c2c82-f91a-4f73-b042-6990a419e43f · outbound

This paper cites Modular neural-svm scheme for speech emotion recognition using anova feature selec- tion method,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Modular neural-svm scheme for speech emotion recognition using anova feature selec- tion method,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.503664Z

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Observation f0e14408-ebb8-4cc9-b335-9a5f3ed075d7 · outbound

This paper cites Amplitude modulation features for emotion recognition from speech.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Amplitude modulation features for emotion recognition from speech

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.486276Z

Source-reported events for the cited work

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Observation bd947d92-b5ad-4280-a6da-a3b53e3e4b6e · outbound

This paper cites Enhanced multiclass svm with threshold- ing fusion for speech-based emotion classification,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Enhanced multiclass svm with threshold- ing fusion for speech-based emotion classification,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.469625Z

Source-reported events for the cited work

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Observation 03cb07dc-1684-44dc-927f-68a6a9a257c9 · outbound

This paper cites Selection of features for emotion recognition from speech,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Selection of features for emotion recognition from speech,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.449555Z

Source-reported events for the cited work

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Observation b11728a4-f371-4dd6-9dde-80623f5e6da3 · outbound

This paper cites Hidden markov model- based speech emotion recognition,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Hidden markov model- based speech emotion recognition,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.433918Z

Source-reported events for the cited work

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Observation 6e25c054-1b41-4bfd-bdf4-c76a7672c303 · outbound

This paper cites A modified feature selec- tion method based on metaheuristic algorithms for speech emo- tion recognition,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition A modified feature selec- tion method based on metaheuristic algorithms for speech emo- tion recognition,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.393905Z

Source-reported events for the cited work

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Observation 2902a2df-9dbe-471e-9b8e-c79251ecb4d6 · outbound

This paper cites Speech emotion recognition based on formant characteristics feature ex- traction and phoneme type convergence,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Speech emotion recognition based on formant characteristics feature ex- traction and phoneme type convergence,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.302221Z

Source-reported events for the cited work

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Observation d9c28d80-5b08-4d09-911d-072f7d42a07e · outbound

This paper cites Efficient speech emo- tion recognition using modified feature extraction,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Efficient speech emo- tion recognition using modified feature extraction,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.229804Z

Source-reported events for the cited work

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Observation 1cd9105a-8319-4945-bf94-2cb8d67a8eef · outbound

This paper cites Speech Emotion Recognition using Support Vector Machine.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Speech Emotion Recognition using Support Vector Machine

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:56:06.605533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7b1f82c0-80ec-418c-9e65-b2716007962d · outbound

This paper cites Improving Speech Emotion Recognition in Under-Resourced Languages via Speech-to-Speech Translation with Bootstrapping Data Selection.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Improving Speech Emotion Recognition in Under-Resourced Languages via Speech-to-Speech Translation with Bootstrapping Data Selection

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:56:06.238255Z

Source-reported events for the cited work

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Observation 28641fe7-e446-4c89-8acc-8c95b4ce87e1 · outbound

This paper cites Multimodal multi-loss fusion network for sentiment analysis,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Multimodal multi-loss fusion network for sentiment analysis,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.190171Z

Source-reported events for the cited work

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Observation 3f7a2d10-ec43-47df-885c-42ffd4d74567 · outbound

This paper cites A New Approach to Accent Recognition and Conversion for Mandarin Chinese.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition A New Approach to Accent Recognition and Conversion for Mandarin Chinese

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:56:05.970124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c9733aa8-c2ab-487d-aa7b-5e710fd048e5 · outbound

This paper cites Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:56:03.104110Z

Source-reported events for the cited work

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Observation 32b377b3-ac82-422a-babb-9e21147438ef · outbound

This paper cites Context-independent multilingual emo- tion recognition from speech signals,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Context-independent multilingual emo- tion recognition from speech signals,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.171131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 56eb58da-2293-4c62-bf36-f0154f73a795 · outbound

This paper cites On acoustic emotion recognition: compensating for covariate shift,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition On acoustic emotion recognition: compensating for covariate shift,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.150490Z

Source-reported events for the cited work

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Observation 372952eb-a0ba-4421-a8c4-407b24af6562 · outbound

This paper cites Cross-corpus speech emotion recognition based on transfer non- negative matrix factorization,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Cross-corpus speech emotion recognition based on transfer non- negative matrix factorization,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.129930Z

Source-reported events for the cited work

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Observation d1ef6795-d78a-41a0-99f6-1e983550b7ab · outbound

This paper cites Deep implicit distribution alignment networks for cross-corpus speech emotion recognition,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Deep implicit distribution alignment networks for cross-corpus speech emotion recognition,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.109755Z

Source-reported events for the cited work

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Observation 3baf0bf4-0123-43a8-9954-62ceef008c27 · outbound

This paper cites Multimodal Emotion Recognition in Conversations: A Survey of Methods, Trends, Challenges and Prospects.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Multimodal Emotion Recognition in Conversations: A Survey of Methods, Trends, Challenges and Prospects

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:56:03.435550Z

Source-reported events for the cited work

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Observation da608ef9-71fe-4509-b7b2-01279465fc0b · outbound

This paper cites Contrastive unsupervised learning for speech emotion recognition,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Contrastive unsupervised learning for speech emotion recognition,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.090419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 081c4b8d-4a2c-40fd-835c-b6a79ebce29d · outbound

This paper cites Scser: Supervised contrastive learning for speech emotion recognition using transformers,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Scser: Supervised contrastive learning for speech emotion recognition using transformers,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.073103Z

Source-reported events for the cited work

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Observation 4252db27-0d03-4e1d-b00f-28eee7e62f32 · outbound

This paper cites Bootstrap your own latent-a new approach to self-supervised learning,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Bootstrap your own latent-a new approach to self-supervised learning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.053503Z

Source-reported events for the cited work

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Observation 42f6409a-0536-49cb-8eb8-f8ea737c7294 · outbound

This paper cites Byol for audio: Self-supervised learning for general-purpose au- dio representation,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Byol for audio: Self-supervised learning for general-purpose au- dio representation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.031408Z

Source-reported events for the cited work

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Observation 25e394cc-5c87-4b85-aec9-00af40a4988a · outbound

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

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:56:03.844069Z

Source-reported events for the cited work

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Observation 49720e77-e5ed-4648-b487-4e1deddc1385 · outbound

This paper cites SpecAugment: A simple data augmen- tation method for automatic speech recognition,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition SpecAugment: A simple data augmen- tation method for automatic speech recognition,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:09.004048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 26a850d0-a5df-49d4-859a-9c2c9b8caf77 · outbound

This paper cites Revealing emo- tional clusters in speaker embeddings: A contrastive learning strategy for speech emotion recognition,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Revealing emo- tional clusters in speaker embeddings: A contrastive learning strategy for speech emotion recognition,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.986676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 78dbe2b8-532c-4d9e-a8a7-41fa54bc73fe · outbound

This paper cites A comparative study of pre-trained speech and audio embeddings for speech emotion recognition,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition A comparative study of pre-trained speech and audio embeddings for speech emotion recognition,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.969904Z

Source-reported events for the cited work

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Observation 48016ccc-71ee-4e5b-be4c-f4c7d677e932 · outbound

This paper cites ECAPA- TDNN: Emphasized channel attention, propagation and aggrega- tion in TDNN based speaker verification,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition ECAPA- TDNN: Emphasized channel attention, propagation and aggrega- tion in TDNN based speaker verification,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.951389Z

Source-reported events for the cited work

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Observation dadfe835-2a82-420d-86ff-c66cdcda19de · outbound

This paper cites Improved deep metric learning with multi-class N-pair loss objective,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Improved deep metric learning with multi-class N-pair loss objective,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.918800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3908389f-27df-4c19-aa4f-7218ec2ccfa2 · outbound

This paper cites Building naturalistic emotionally bal- anced speech corpus by retrieving emotional speech from ex- isting podcast recordings,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Building naturalistic emotionally bal- anced speech corpus by retrieving emotional speech from ex- isting podcast recordings,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.780186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f1ac2343-f515-459e-bb2c-16d87a6cf20d · outbound

This paper cites IEMOCAP: interactive emotional dyadic motion capture database,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition IEMOCAP: interactive emotional dyadic motion capture database,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.713876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a01d78e1-bb79-4889-91e5-fa4d7c9e0e65 · outbound

This paper cites A database of german emotional speech,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition A database of german emotional speech,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.624503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5b5c7b7f-c743-4ae6-9063-3d7e50640443 · outbound

This paper cites Cross lingual speech emotion recognition: Urdu vs. western languages,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Cross lingual speech emotion recognition: Urdu vs. western languages,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.502177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 65dc2f63-138f-40e0-b291-56e6f48019a4 · outbound

This paper cites SUST bangla emotional speech corpus (SUBESCO): An audio-only emotional speech corpus for bangla,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition SUST bangla emotional speech corpus (SUBESCO): An audio-only emotional speech corpus for bangla,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.329137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 830f635f-6053-414a-8119-da2872996e0c · outbound

This paper cites A mapping on current classifying categories of emotions used in multimodal models for emotion recognition,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition A mapping on current classifying categories of emotions used in multimodal models for emotion recognition,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:08.110377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a34ed134-b4f2-4754-b400-6760a12f5838 · outbound

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

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Common voice: A massively-multilingual speech corpus,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:07.838724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ed0c6136-ee25-41a1-9108-d368845d6830 · outbound

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

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Robust speech recognition via large-scale weak supervision,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:07.618498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 047d47be-059e-4f90-972c-96dcbe8fd65a · outbound

This paper cites Towards generalizable SER: Soft labeling and data augmentation for modeling temporal emotion shifts in large-scale multilingual speech,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Towards generalizable SER: Soft labeling and data augmentation for modeling temporal emotion shifts in large-scale multilingual speech,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:07.395728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 130be1d4-ebdd-4281-9300-3757a479fd89 · outbound

This paper cites Decoupled weight decay regulariza- tion,.

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition Decoupled weight decay regulariza- tion,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:56:07.184074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 711c5d98-9dcb-4080-bbf4-e4df9a710278 · inbound