Paper Citation Record · LEDGER

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis

As of 17 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 1 inbound Pith citation observation for arXiv:2507.14988.

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

pith.paper-citation-record.v1
2507.14988 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:48:24.646239Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T19:19:36.427337Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T19:21:48.097349Z

Reference resolution

58 of 58 outbound references displayed

verified exact5
verified fuzzy16
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e6bf2c79-2fd0-478e-99f2-f47e54e9c85f · outbound

This paper cites Naturalspeech: End-to-end text-to-speech synthesis with human-level quality.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Naturalspeech: End-to-end text-to-speech synthesis with human-level quality

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:31.639139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0a90a7c8-d495-4e6d-ba73-9f4d7631ddf4 · outbound

This paper cites Styletts 2: Towards human-level text-to-speech through style diffusion and adversarial training with large speech language models.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Styletts 2: Towards human-level text-to-speech through style diffusion and adversarial training with large speech language models

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:31.364146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6790d590-3fb0-49b3-9ce4-c95510e3ae4f · outbound

This paper cites NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis NaturalSpeech 3: Zero-Shot Speech Synthesis with Factorized Codec and Diffusion Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:19.866141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85822a91-7e9e-4dcf-bcd2-6c853645dff4 · outbound

This paper cites Enhancing Zero-shot Text-to-Speech Synthesis with Human Feedback.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Enhancing Zero-shot Text-to-Speech Synthesis with Human Feedback

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:19.939041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6ef7c61-4fb3-480a-a09d-9f6dfc26b888 · outbound

This paper cites SpeechAlign: Aligning Speech Generation to Human Preferences.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis SpeechAlign: Aligning Speech Generation to Human Preferences

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:19.994804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfcbbabe-5463-4063-8e98-a35ab3e4c91d · outbound

This paper cites Emo-dpo: Con- trollable emotional speech synthesis through direct preference optimization.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Emo-dpo: Con- trollable emotional speech synthesis through direct preference optimization

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:31.081647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cd0dc393-7380-4d9b-86b1-41727b768a4f · outbound

This paper cites Preference alignment improves language model-based tts.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Preference alignment improves language model-based tts

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:30.861946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ca2867c0-d3af-4cd2-835f-d9016de33486 · outbound

This paper cites Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.224849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99b7574c-8814-4de6-bddd-7803eb02cd7a · outbound

This paper cites Evaluation of Best-of-N Sampling Strategies for Language Model Alignment.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Evaluation of Best-of-N Sampling Strategies for Language Model Alignment

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.282544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af530fdd-197d-40be-94d1-7c92f2be9d9a · outbound

This paper cites Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.353019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 529d8da5-bbd3-4a32-acf6-9eec08dbacfa · outbound

This paper cites VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.428168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8be1b90-e219-4d50-826e-65bebd9db008 · outbound

This paper cites VALL-E 2: Neural Codec Language Models are Human Parity Zero-Shot Text to Speech Synthesizers.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis VALL-E 2: Neural Codec Language Models are Human Parity Zero-Shot Text to Speech Synthesizers

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.513937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3cbe4af-0b4a-4535-b907-5547b8ff3d60 · outbound

This paper cites MaskGCT: Zero-Shot Text-to-Speech with Masked Generative Codec Transformer.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis MaskGCT: Zero-Shot Text-to-Speech with Masked Generative Codec Transformer

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.576312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fe3355e-f1d1-41e3-862e-94f5a87894c6 · outbound

This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.644717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b4ef9cb-c92d-4bf7-85b4-3b9d025929a2 · outbound

This paper cites Vall-t: Decoder-only generative transducer for robust and decoding- controllable text-to-speech.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Vall-t: Decoder-only generative transducer for robust and decoding- controllable text-to-speech

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:30.585461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d9c95b5b-4da3-4d66-b6fc-52980ababa41 · outbound

This paper cites CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.763920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90256e37-c7f1-4c17-ae37-b363e025ac24 · outbound

This paper cites Autoregressive speech synthesis with next-distribution prediction.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Autoregressive speech synthesis with next-distribution prediction

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.825000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ebd70e-7347-4e0b-897d-2364e7a2b092 · outbound

This paper cites Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokens.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokens

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.918034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b5bb2d7-2828-4156-b580-53b0b7c92847 · outbound

This paper cites TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:20.978975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ffaf0fb-3276-448b-a359-aea5a05b0e7f · outbound

This paper cites Llasa: Scaling Train-Time and Inference-Time Compute for Llama-based Speech Synthesis.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Llasa: Scaling Train-Time and Inference-Time Compute for Llama-based Speech Synthesis

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:21.077843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99216364-feee-44e5-8711-18a96f4a7f90 · outbound

This paper cites V oicebox: Text-guided multilin- gual universal speech generation at scale.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis V oicebox: Text-guided multilin- gual universal speech generation at scale

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:30.331261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a96b3cfc-3d52-47d9-b621-0ef2835b38f1 · outbound

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

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:21.184511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 658aac14-d570-47f6-b978-9161804f311e · outbound

This paper cites StyleTTS-ZS: Efficient High-Quality Zero-Shot Text-to-Speech Synthesis with Distilled Time-Varying Style Diffusion.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis StyleTTS-ZS: Efficient High-Quality Zero-Shot Text-to-Speech Synthesis with Distilled Time-Varying Style Diffusion

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:48:26.218116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6a85a2f9-0209-44fd-b840-7bb86963c6e9 · outbound

This paper cites E2 TTS: Embarrassingly Easy Fully Non-Autoregressive Zero-Shot TTS.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis E2 TTS: Embarrassingly Easy Fully Non-Autoregressive Zero-Shot TTS

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:21.292062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 622d2823-e56a-4b2f-b553-fbff7e28ba02 · outbound

This paper cites SimpleSpeech 2: Towards Simple and Efficient Text-to-Speech with Flow-based Scalar Latent Transformer Diffusion Models.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis SimpleSpeech 2: Towards Simple and Efficient Text-to-Speech with Flow-based Scalar Latent Transformer Diffusion Models

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:48:25.980592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b3eef67e-c8b2-4d44-a2e5-8e5a1da552c8 · outbound

This paper cites DiTTo-TTS: Diffusion Transformers for Scalable Text-to-Speech without Domain-Specific Factors.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis DiTTo-TTS: Diffusion Transformers for Scalable Text-to-Speech without Domain-Specific Factors

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:21.419026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83257d1b-2c04-450a-a881-9b1e45af6008 · outbound

This paper cites F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:21.515476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5014061c-b215-40d4-b96a-38023f01d708 · outbound

This paper cites DMOSpeech: Direct Metric Optimization via Distilled Diffusion Model in Zero-Shot Speech Synthesis.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis DMOSpeech: Direct Metric Optimization via Distilled Diffusion Model in Zero-Shot Speech Synthesis

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:48:25.669295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c2d8318d-4d3b-409b-a075-ba6024e82095 · outbound

This paper cites One-step diffusion with distribution matching distillation.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis One-step diffusion with distribution matching distillation

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:30.024351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cb28080d-6f40-4ad9-9895-eb0438988ac9 · outbound

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

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Yourtts: Towards zero-shot multi-speaker tts and zero-shot voice conversion for everyone

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:29.772307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0784fa1d-a261-4485-823e-b268b951316b · outbound

This paper cites SC-GlowTTS: an Efficient Zero-Shot Multi-Speaker Text-To-Speech Model.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis SC-GlowTTS: an Efficient Zero-Shot Multi-Speaker Text-To-Speech Model

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:48:25.406941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 29eec92c-be00-43ab-9150-773dc27e258b · outbound

This paper cites AdaSpeech 4: Adaptive Text to Speech in Zero-Shot Scenarios.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis AdaSpeech 4: Adaptive Text to Speech in Zero-Shot Scenarios

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:48:25.182680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a5878af4-9419-4991-9343-afa0a734da01 · outbound

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

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Hierspeech: Bridging the gap between text and speech by hierarchical variational inference using self-supervised representations for speech synthesis

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:29.499117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 30f650b0-ab7f-4b22-aef8-e708754981bc · outbound

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

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Meta-stylespeech: Multi- speaker adaptive text-to-speech generation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:29.215543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c4d5860e-7b97-4dcc-9c27-e2996a404932 · outbound

This paper cites StyleTTS: A Style-Based Generative Model for Natural and Diverse Text-to-Speech Synthesis.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis StyleTTS: A Style-Based Generative Model for Natural and Diverse Text-to-Speech Synthesis

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.067217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0a08099-a6fe-422f-88f9-48959baf15ae · outbound

This paper cites NANSY++: Unified Voice Synthesis with Neural Analysis and Synthesis.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis NANSY++: Unified Voice Synthesis with Neural Analysis and Synthesis

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.157083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43874f57-cbcf-41ca-b2b2-6953c5ccbe0c · outbound

This paper cites DLPO: Diffusion Model Loss-Guided Reinforcement Learning for Fine-Tuning Text-to-Speech Diffusion Models.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis DLPO: Diffusion Model Loss-Guided Reinforcement Learning for Fine-Tuning Text-to-Speech Diffusion Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.252443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3de44fb7-35b5-40b1-8310-b586fe374102 · outbound

This paper cites F5R-TTS: Improving Flow-Matching based Text-to-Speech with Group Relative Policy Optimization.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis F5R-TTS: Improving Flow-Matching based Text-to-Speech with Group Relative Policy Optimization

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.347437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 676782b7-0ac9-4013-aa6c-2f897b0f37d4 · outbound

This paper cites Vocos: Closing the gap between time-domain and Fourier-based neural vocoders for high-quality audio synthesis.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Vocos: Closing the gap between time-domain and Fourier-based neural vocoders for high-quality audio synthesis

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.435245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04e21841-37ab-4286-b335-9f8e8d6b4e2d · outbound

This paper cites Improved Distribution Matching Distillation for Fast Image Synthesis.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Improved Distribution Matching Distillation for Fast Image Synthesis

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.532258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2280739-c13a-4d94-b749-3a0dfca648b6 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.624809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0826a8e-d10e-490f-883c-d8a246018847 · outbound

This paper cites UTMOS: UTokyo-SaruLab System for VoiceMOS Challenge 2022.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis UTMOS: UTokyo-SaruLab System for VoiceMOS Challenge 2022

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.709549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93fe65ff-4cfc-4fb0-8797-154f58472b5f · outbound

This paper cites Emilia: An extensive, multilingual, and diverse speech dataset for large-scale speech generation.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Emilia: An extensive, multilingual, and diverse speech dataset for large-scale speech generation

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:28.966603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 49409248-3195-4e3d-b17a-5e25c7bb2263 · outbound

This paper cites Seed-TTS: A Family of High-Quality Versatile Speech Generation Models.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Seed-TTS: A Family of High-Quality Versatile Speech Generation Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.884960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c8bd800-123e-4fda-8558-b0dd1ccf24ed · outbound

This paper cites Common Voice: A Massively-Multilingual Speech Corpus.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Common Voice: A Massively-Multilingual Speech Corpus

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:22.974182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebc01169-ea41-4a73-8179-04fa94037182 · outbound

This paper cites Didispeech: A large scale mandarin speech corpus.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Didispeech: A large scale mandarin speech corpus

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:28.666445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 606d3b08-2ae2-41f0-9ea0-a39daca8ac6c · outbound

This paper cites Fixing Weight Decay Regularization in Adam, 2018.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Fixing Weight Decay Regularization in Adam, 2018

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:28.380022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 82368ccc-fcac-4ca8-b7f8-17edf5268a33 · outbound

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

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Robust speech recognition via large-scale weak supervision

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:23.288864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf1f8fd-29cf-44d3-b2d5-a4c8a7b6e62e · outbound

This paper cites FunASR: A Fundamental End-to-End Speech Recognition Toolkit.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis FunASR: A Fundamental End-to-End Speech Recognition Toolkit

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:23.415106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77cee763-0d59-4476-95e4-694a2bb62951 · outbound

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

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Wavlm: Large-scale self-supervised pre- training for full stack speech processing

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:28.170855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6f572e7a-fc9e-4d19-beec-832cc732b043 · outbound

This paper cites Denoising diffusion probabilistic models.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Denoising diffusion probabilistic models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:23.719566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3027e3a-81de-4530-a0a3-088acc48b096 · outbound

This paper cites Murphy, and Tim Salimans.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Murphy, and Tim Salimans

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:23.802869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a8e6f38-969d-4cdd-bd82-df9d885b2315 · outbound

This paper cites Autoregressive Diffusion Transformer for Text-to-Speech Synthesis.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Autoregressive Diffusion Transformer for Text-to-Speech Synthesis

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T15:48:23.922139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eee60b90-8877-4d7e-b9bd-fb896a34889c · outbound

This paper cites Wespeaker: A research and production oriented speaker embedding learning toolkit.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Wespeaker: A research and production oriented speaker embedding learning toolkit

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:27.875223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 28fe12df-87a1-4804-ae77-4c38a942c1c5 · outbound

This paper cites Audio 1" and.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Audio 1" and

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:48:27.566891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bc29348e-d938-487c-bdb5-4faa341c8391 · outbound

This paper cites an unresolved cited work.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:48:27.301734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation faca40a1-ebba-4799-a019-4c2fc8c16c09 · outbound

This paper cites an unresolved cited work.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:48:27.093620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4af1368f-b726-4c67-8405-54479b81822a · outbound

This paper cites an unresolved cited work.

DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:48:26.837349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation ec6fbd44-3fa9-4e9a-be4e-7a90b42d0953 · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis

Reference 263

Resolution: verified exact; arxiv_id, observed 2026-05-18T19:21:48.100163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.