Paper Citation Record · LEDGER

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2608.00998.

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

pith.paper-citation-record.v1
2608.00998 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:40:33.570559Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:40:30.251406Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:40:33.745238Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy23
unresolved14
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 87dd77c5-d20d-4033-959a-e234bd80104c · outbound

This paper cites Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T00:40:33.852446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 476f4840-a1e4-4b47-886e-ffa429280f14 · outbound

This paper cites happy,” “sad.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces happy,” “sad

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:37.374334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb99e9a2-78ff-4af5-aca4-66100d606a92 · outbound

This paper cites The overall archi- tecture is illustrated in Fig.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces The overall archi- tecture is illustrated in Fig

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:37.278267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fdec17cc-6522-4e88-8b2d-a4df62d5ed53 · outbound

This paper cites Dataset and Training Setup Dataset:We constructed a 9-hour American English fe- male emotional speech dataset (22.05 kHz) by combining EX- PRESSO [27], EmoV-DB [28], and ESD [9].

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Dataset and Training Setup Dataset:We constructed a 9-hour American English fe- male emotional speech dataset (22.05 kHz) by combining EX- PRESSO [27], EmoV-DB [28], and ESD [9]

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:37.133107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 67fc78a8-aa8c-4c5c-bcf7-92dbc7f62031 · outbound

This paper cites Speech Quality and Emotional Similarity Table 1 summarizes the performance of the emotional speech generator before human-in-the-loop IGA personalization.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Speech Quality and Emotional Similarity Table 1 summarizes the performance of the emotional speech generator before human-in-the-loop IGA personalization

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:37.021864Z

Source-reported events for the cited work

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Observation 60568f40-bf3b-4f67-8a45-3481e31f7328 · outbound

This paper cites an unresolved cited work.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:40:36.888921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e3e731d8-d12e-4c83-ba15-6da378de5416 · outbound

This paper cites an unresolved cited work.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:40:36.743917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ec7d53b9-2773-457a-ba68-50620023c3aa · outbound

This paper cites an unresolved cited work.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:40:36.616598Z

Source-reported events for the cited work

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Observation 8db80bbf-936f-483a-b44f-caee1b988950 · outbound

This paper cites Gender and culture differences in emotion.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Gender and culture differences in emotion

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:36.472364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c14b4bd-c2e6-4928-96ec-5d3bb94701bc · outbound

This paper cites Plutchik and H.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Plutchik and H

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:36.333999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d537065b-afdc-4fe7-9240-8da84afb3e8f · outbound

This paper cites A circumplex model of affect.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces A circumplex model of affect

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:31.114160Z

Source-reported events for the cited work

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Observation 8f0a4d78-256b-420b-8680-a819c73d70ad · outbound

This paper cites Matcha-tts: A fast tts architecture with conditional flow match- ing,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Matcha-tts: A fast tts architecture with conditional flow match- ing,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:36.247515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0fe06c2e-1dd2-4760-a7f6-e76420d936dd · outbound

This paper cites F5-tts: A fairytaler that fakes fluent and faithful speech with flow matching,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces F5-tts: A fairytaler that fakes fluent and faithful speech with flow matching,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:36.095107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 43fc6afc-8c13-4382-8c7d-7ab8c9e49b12 · outbound

This paper cites NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:31.445968Z

Source-reported events for the cited work

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Observation de92c9e1-4f62-4423-8f7b-2bfbf6e60422 · outbound

This paper cites Styletts 2: Towards human-level text-to-speech through style dif- fusion and adversarial training with large speech language mod- els,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Styletts 2: Towards human-level text-to-speech through style dif- fusion and adversarial training with large speech language mod- els,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:35.950183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e13e5cb2-c75c-4a3f-9135-8c9c75a16f9f · outbound

This paper cites Deep learning-based expressive speech synthesis: a systematic review of approaches, challenges, and resources,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Deep learning-based expressive speech synthesis: a systematic review of approaches, challenges, and resources,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:35.807134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 15eefaf9-2e45-4268-8cb1-e2e339b63e16 · outbound

This paper cites Emotional voice con- version: Theory, databases and esd,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Emotional voice con- version: Theory, databases and esd,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:31.729302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5677a6ab-52a9-4e6b-9959-4381e03d0394 · outbound

This paper cites EmoSpeech: Guiding FastSpeech2 Towards Emotional Text to Speech.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces EmoSpeech: Guiding FastSpeech2 Towards Emotional Text to Speech

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:31.803047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5016b677-dd33-4a12-8fb2-e42d234a6b44 · outbound

This paper cites Emo-dpo: Controllable emotional speech synthesis through direct preference optimization,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Emo-dpo: Controllable emotional speech synthesis through direct preference optimization,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:35.707838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 65497633-8d62-4147-9814-61760154a903 · outbound

This paper cites EmoSphere-TTS: Emotional Style and Intensity Modeling via Spherical Emotion Vector for Controllable Emotional Text-to-Speech.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces EmoSphere-TTS: Emotional Style and Intensity Modeling via Spherical Emotion Vector for Controllable Emotional Text-to-Speech

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:31.981929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bff6bd7-7293-46d7-8adc-f8831b139de6 · outbound

This paper cites Emo- sphere++: Emotion-controllable zero-shot text-to-speech via emotion-adaptive spherical vector,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Emo- sphere++: Emotion-controllable zero-shot text-to-speech via emotion-adaptive spherical vector,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:35.578040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 624643ac-4e99-4a8e-8e76-abd4b4700f16 · outbound

This paper cites Ece-tts: A zero-shot emotion text-to-speech model with simplified and precise control,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Ece-tts: A zero-shot emotion text-to-speech model with simplified and precise control,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:35.435343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2c770e51-00f1-4861-8173-4acb0f792a0d · outbound

This paper cites Train- ing language models to follow instructions with human feedback,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Train- ing language models to follow instructions with human feedback,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:35.301686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 06ce9602-19e3-4ba2-b248-c7625b77afae · outbound

This paper cites A survey of reinforcement learning from human feedback,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces A survey of reinforcement learning from human feedback,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:35.176451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d8a846b0-8a87-4368-8c18-8ec14a2e2733 · outbound

This paper cites Towards creative evolutionary systems with interac- tive genetic algorithm,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Towards creative evolutionary systems with interac- tive genetic algorithm,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:35.015952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 523abf36-8c69-4e8c-81a0-454091c9705c · outbound

This paper cites Hierarchical Generative Modeling for Controllable Speech Synthesis.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Hierarchical Generative Modeling for Controllable Speech Synthesis

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:32.535351Z

Source-reported events for the cited work

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Observation 371d7791-a45d-4849-b532-ba03c33b012c · outbound

This paper cites Natural tts synthesis by conditioning wavenet on mel spectrogram pre- dictions,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Natural tts synthesis by conditioning wavenet on mel spectrogram pre- dictions,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:32.619041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9114ced-9711-468d-9f36-4bde37d4cca3 · outbound

This paper cites Yourtts: Towards zero-shot multi-speaker tts and zero-shot voice conversion for everyone,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Yourtts: Towards zero-shot multi-speaker tts and zero-shot voice conversion for everyone,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:34.888705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5309c1f2-0736-4be8-ae0d-426defedd13d · outbound

This paper cites A review on genetic algorithm: past, present, and future,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces A review on genetic algorithm: past, present, and future,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:34.761534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 348e1d3b-d88e-4414-8331-242627fae2e7 · outbound

This paper cites Optimization of sound of au- tonomous sensory meridian response with interactive genetic al- gorithm,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Optimization of sound of au- tonomous sensory meridian response with interactive genetic al- gorithm,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:34.598701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 027e3eca-243a-44b9-9fcd-a70791aefa94 · outbound

This paper cites Evolutionary process indi- cators for active igas applied to weight tuning in unit selection tts synthesis,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Evolutionary process indi- cators for active igas applied to weight tuning in unit selection tts synthesis,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:34.448311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a5a7032c-70ef-4898-85bf-ab7f8fe6a604 · outbound

This paper cites Grad-tts: A diffusion probabilistic model for text-to-speech,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Grad-tts: A diffusion probabilistic model for text-to-speech,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:33.055255Z

Source-reported events for the cited work

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Observation b272a6a6-74fa-42e1-a810-a34233ee9888 · outbound

This paper cites FastSpeech 2: Fast and High-Quality End-to-End Text to Speech.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces FastSpeech 2: Fast and High-Quality End-to-End Text to Speech

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:33.129335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35a9640d-cc1f-408d-88db-b4b8edc9f65e · outbound

This paper cites Dawn of the trans- former era in speech emotion recognition: Closing the valence gap,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Dawn of the trans- former era in speech emotion recognition: Closing the valence gap,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:34.308425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fec8ed68-93ac-427b-a97e-d3dea908ede9 · outbound

This paper cites EXPRESSO: A Benchmark and Analysis of Discrete Expressive Speech Resynthesis.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces EXPRESSO: A Benchmark and Analysis of Discrete Expressive Speech Resynthesis

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:33.274250Z

Source-reported events for the cited work

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Observation 070f1d6b-6366-4d50-8d63-e7bb95e6adf7 · outbound

This paper cites The Emotional Voices Database: Towards Controlling the Emotion Dimension in Voice Generation Systems.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces The Emotional Voices Database: Towards Controlling the Emotion Dimension in Voice Generation Systems

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T00:40:33.372841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef8f98d2-9986-42b2-8b50-0344c31779a9 · outbound

This paper cites HiFi-GAN: Generative adversar- ial networks for efficient and high fidelity speech synthesis,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces HiFi-GAN: Generative adversar- ial networks for efficient and high fidelity speech synthesis,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:34.156060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 512f789f-8bad-45af-8a98-9bc54dc0a140 · outbound

This paper cites Evaluation of error- And correlation- based loss functions for multitask learning dimensional speech emotion recognition,.

Beyond One-Size-Fits-All: Personalized and Culturally Adaptive Emotional TTS via Interactive Optimization of Individual Emotion Perception Spaces Evaluation of error- And correlation- based loss functions for multitask learning dimensional speech emotion recognition,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:40:33.985820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 87dd77c5-d20d-4033-959a-e234bd80104c · inbound