Paper Citation Record · LEDGER

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2505.20868.

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

pith.paper-citation-record.v1
2505.20868 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:49:13.241404Z

measured 38 of 38 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 2026-08-07T13:49:08.825623Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T13:49:13.486015Z

Reference resolution

37 of 37 outbound references displayed

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External citation measurements

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Outbound references

Observation 2dfd6543-a213-4651-9f4d-04afb3ab856c · outbound

This paper cites With recent advancements in deep learning technology [2, 3, 4], the naturalness of synthesized speech has improved significantly [5, 6].

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech With recent advancements in deep learning technology [2, 3, 4], the naturalness of synthesized speech has improved significantly [5, 6]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:20.604622Z

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Observation 37201e95-7427-4e53-a70f-ca8993b94ef7 · outbound

This paper cites Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech

Reference 2

Resolution: malformed identifier; local_arxiv, observed 2026-08-07T13:49:13.614578Z

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Observation 4fb189b0-c7a9-45e0-9980-15690766f006 · outbound

This paper cites Both are about the same distance.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Both are about the same distance

Reference 3

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Observation aeec44c5-4f37-4aae-8896-1e08c45796df · outbound

This paper cites V oiced-aware style extraction considers the acoustic character- istics of different speech regions, enabling more detailed style extraction.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech V oiced-aware style extraction considers the acoustic character- istics of different speech regions, enabling more detailed style extraction

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:19.626922Z

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Observation d96f3b0e-2712-4887-bdc8-68f6554cd658 · outbound

This paper cites RS-2019-II190079), Artificial Intelligence Innova- tion Hub (No.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech RS-2019-II190079), Artificial Intelligence Innova- tion Hub (No

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:19.344369Z

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Observation f5a2dd12-6165-4ae2-916e-8e79ce511c84 · outbound

This paper cites Emosphere-tts: Emotional style and intensity modeling via spherical emotion vector for controllable emotional text-to- speech,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Emosphere-tts: Emotional style and intensity modeling via spherical emotion vector for controllable emotional text-to- speech,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:18.454764Z

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Observation b5132ec1-c45e-40d4-a806-0af870f8d5b8 · outbound

This paper cites Fastspeech 2: Fast and high-quality end-to-end text to speech,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Fastspeech 2: Fast and high-quality end-to-end text to speech,

Reference 7

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Observation 29571275-8d64-43b2-9ff7-6b1c4801f5b2 · outbound

This paper cites A new recurrent neural-network ar- chitecture for visual pattern recognition,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech A new recurrent neural-network ar- chitecture for visual pattern recognition,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:19.160124Z

Source-reported events for the cited work

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Observation c62140b5-f2ed-4f10-a2e9-d7a13ac36582 · outbound

This paper cites Multiresolution recognition of hand- written numerals with wavelet transform and multilayer cluster neural network,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Multiresolution recognition of hand- written numerals with wavelet transform and multilayer cluster neural network,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:18.952551Z

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Observation 23c905f2-7275-49bc-b83c-26f720a333ff · outbound

This paper cites Multilayer cluster neural network for totally un- constrained handwritten numeral recognition,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Multilayer cluster neural network for totally un- constrained handwritten numeral recognition,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:18.753635Z

Source-reported events for the cited work

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Observation 492cd53c-4ab1-4a74-86e3-26f2be4dd38f · outbound

This paper cites Hierspeech: Bridging the gap between text and speech by hierarchical variational inference using self-supervised represen- tations for speech synthesis,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Hierspeech: Bridging the gap between text and speech by hierarchical variational inference using self-supervised represen- tations for speech synthesis,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:18.593849Z

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Observation a48a850a-8e74-4922-823f-2a7263d62987 · outbound

This paper cites Neural dis- crete representation learning,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Neural dis- crete representation learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:17.115825Z

Source-reported events for the cited work

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Observation c48ee2b7-9b0b-4e3e-b5fd-9096f83f40b2 · outbound

This paper cites Towards end-to-end prosody transfer for expressive speech synthesis with tacotron,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Towards end-to-end prosody transfer for expressive speech synthesis with tacotron,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:18.294039Z

Source-reported events for the cited work

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Observation 8448b2bf-8a24-430f-b812-f41398451042 · outbound

This paper cites Style tokens: Unsu- pervised style modeling, control and transfer in end-to-end speech synthesis,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Style tokens: Unsu- pervised style modeling, control and transfer in end-to-end speech synthesis,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:18.156277Z

Source-reported events for the cited work

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Observation 2e288fe4-32ca-4ff3-8ce1-20e4398137b7 · outbound

This paper cites Meta-stylespeech : Multi-speaker adaptive text-to-speech generation,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Meta-stylespeech : Multi-speaker adaptive text-to-speech generation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:17.966373Z

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Observation 87bad46a-6ff1-4fcc-8ed0-00d8ecd8128b · outbound

This paper cites Qi-tts: Questioning intonation control for emotional speech synthesis,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Qi-tts: Questioning intonation control for emotional speech synthesis,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:17.696519Z

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Observation 9c21da54-39e4-42aa-9ac8-76ae8847ed08 · outbound

This paper cites Generspeech: Towards style transfer for generalizable out-of-domain text-to- speech,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Generspeech: Towards style transfer for generalizable out-of-domain text-to- speech,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:17.390099Z

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Observation 650cbabd-599a-43b2-9269-0a03b82b5f8d · outbound

This paper cites Good helper is around you: Attention- driven masked image modeling,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Good helper is around you: Attention- driven masked image modeling,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:16.219360Z

Source-reported events for the cited work

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Observation f2af16f3-3e05-4ec7-84f7-77d67aa20ab5 · outbound

This paper cites Furthermore, we introduce style direction adjustment, which adjusts the ex- tracted style by modifying its angle using content and prosody vectors in the embedding space.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Furthermore, we introduce style direction adjustment, which adjusts the ex- tracted style by modifying its angle using content and prosody vectors in the embedding space

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:20.232580Z

Source-reported events for the cited work

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Observation 074771a2-cf4f-4efc-8812-f55a96c6d12b · outbound

This paper cites Tsp-tts: Text-based style predictor with residual vector quantization for expressive text-to- speech,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Tsp-tts: Text-based style predictor with residual vector quantization for expressive text-to- speech,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:16.868842Z

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Observation 0ea39445-2923-4323-b567-fd8a08025c1b · outbound

This paper cites TCSinger: Zero-shot singing voice synthesis with style transfer and multi-level style control,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech TCSinger: Zero-shot singing voice synthesis with style transfer and multi-level style control,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:16.669619Z

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Observation dab69dc1-f56f-4ad0-8981-43d15e4c9865 · outbound

This paper cites Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation

Reference 22

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Observation 7d9de12d-4f7d-41d8-b735-c0c6fe04e43b · outbound

This paper cites Signal compression based on models of human perception,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Signal compression based on models of human perception,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:16.507721Z

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Observation 0240fbeb-c308-44f8-b170-4b17c87a7776 · outbound

This paper cites Not all image re- gions matter: Masked vector quantization for autoregressive im- age generation,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Not all image re- gions matter: Masked vector quantization for autoregressive im- age generation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:16.392379Z

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Observation 97400640-9587-4f5a-a7f1-440d9a240ea3 · outbound

This paper cites Restructuring vector quantization with the rotation trick,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Restructuring vector quantization with the rotation trick,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:15.976189Z

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Observation 99691b28-48f4-4916-9eb4-a0ca2170a121 · outbound

This paper cites Autoregres- sive image generation using residual quantization,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Autoregres- sive image generation using residual quantization,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:15.694669Z

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Observation 1fe9ced6-5848-4c35-96ab-7802f53d7094 · outbound

This paper cites A convnet for the 2020s,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech A convnet for the 2020s,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:15.396367Z

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Observation c1aa1b80-3cd3-4629-a678-65b6d0716cff · outbound

This paper cites Cross-speaker emotion disentangling and transfer for end-to-end speech synthe- sis,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Cross-speaker emotion disentangling and transfer for end-to-end speech synthe- sis,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:15.126563Z

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Observation 7a4cec8a-bac5-435d-a068-c5191f12d452 · outbound

This paper cites Bigvgan: A universal neural vocoder with large-scale training,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Bigvgan: A universal neural vocoder with large-scale training,

Reference 29

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Observation 9f0c0508-fd77-48f2-978e-a74fed2f6b3d · outbound

This paper cites Syntaspeech: Syntax- aware generative adversarial text-to-speech,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Syntaspeech: Syntax- aware generative adversarial text-to-speech,

Reference 30

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Observation 7c89230c-00db-4818-a6cc-7e7873e10f0b · outbound

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

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Emotional voice con- version: Theory, databases and esd,

Reference 31

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Observation bb99b960-9367-4744-a57c-e39fcc39f562 · outbound

This paper cites Decoupled weight decay regulariza- tion,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Decoupled weight decay regulariza- tion,

Reference 32

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Observation f854d94f-9b33-44f6-bdf1-248c9534ecb0 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Gaussian Error Linear Units (GELUs)

Reference 33

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This paper cites Attention is all you need,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Attention is all you need,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:12.837000Z

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Observation 40934d75-70b6-4804-92c4-91e82b081f61 · outbound

This paper cites Utmos: Utokyo-sarulab system for voicemos challenge 2022,.

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Utmos: Utokyo-sarulab system for voicemos challenge 2022,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:14.186471Z

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Observation 28783661-d21c-4f50-ba61-08b5993018d3 · outbound

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

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Robust speech recognition via large-scale weak su- pervision,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:13.892653Z

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Observation 5fa609b9-6ec7-4f85-9a93-9a2989fae3c2 · outbound

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

Spotlight-TTS: Spotlighting the Style via Voiced-Aware Style Extraction and Style Direction Adjustment for Expressive Text-to-Speech Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

Reference 37

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Pith citing papers

Observation 37201e95-7427-4e53-a70f-ca8993b94ef7 · inbound