Paper Citation Record · LEDGER

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning

As of 9 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2608.03032.

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

pith.paper-citation-record.v1
2608.03032 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:18:47.190865Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:18:46.221582Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-08T04:18:47.510099Z

Reference resolution

47 of 47 outbound references displayed

verified exact3
verified fuzzy35
unresolved8
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1dd28a41-eb7c-4dea-8a60-d00e18117670 · outbound

This paper cites 2) Parameter-space losses often fail to reflect rendered audio similarity, while the synthesizer be- ing a non-differentiable black box prevents simple audio- domain supervision.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning 2) Parameter-space losses often fail to reflect rendered audio similarity, while the synthesizer be- ing a non-differentiable black box prevents simple audio- domain supervision

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.614488Z

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Observation 0da2f93f-8875-463b-974d-df8a49d76ff8 · outbound

This paper cites DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning

Reference 2

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Observation 1c2e9d9e-173a-49c0-88bd-9577a4b19d14 · outbound

This paper cites Such iterative search often strug- gles to scale to modern high-dimensional synthesizers and may not transfer readily across parameter spaces.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Such iterative search often strug- gles to scale to modern high-dimensional synthesizers and may not transfer readily across parameter spaces

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.605866Z

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Observation 2aa62773-aa17-4bad-af93-e3ee4be2398b · outbound

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DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Unresolved cited work

Reference 4

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Observation 0ca6a537-2e75-41e9-86b3-939499779cff · outbound

This paper cites an unresolved cited work.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Unresolved cited work

Reference 5

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Source-reported events for the cited work

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Observation ae8a0be1-5780-47ea-9513-ed099c711482 · outbound

This paper cites an unresolved cited work.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Unresolved cited work

Reference 6

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Observation 04d42a8c-14bd-4c44-b5c2-85f1fcaea7d8 · outbound

This paper cites Experimental results show that discrete diffusion substantially outperforms Flow Matching while avoiding the need to predefine a parameter generation order.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Experimental results show that discrete diffusion substantially outperforms Flow Matching while avoiding the need to predefine a parameter generation order

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.580968Z

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Observation 847ee2d1-d0c2-498e-8f0c-d75bd0d55de8 · outbound

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DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Unresolved cited work

Reference 8

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Observation 00cae7af-28f6-4f07-be71-de2787f56ae2 · outbound

This paper cites an unresolved cited work.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T04:18:48.555327Z

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Observation e71a761b-934b-4e68-8545-0b8c0d4f6bc1 · outbound

This paper cites A unified model for zero-shot music source separation, transcrip- tion and synthesis,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning A unified model for zero-shot music source separation, transcrip- tion and synthesis,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.468303Z

Source-reported events for the cited work

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Observation fa580345-48f9-496f-84f8-3a993d70345b · outbound

This paper cites MT3: Multi-task multitrack music transcrip- tion,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning MT3: Multi-task multitrack music transcrip- tion,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.409220Z

Source-reported events for the cited work

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Observation c7b5bc10-e252-47e7-8f66-4a352b384a3b · outbound

This paper cites ChatMusi- cian: Understanding and generating music intrinsically with LLM,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning ChatMusi- cian: Understanding and generating music intrinsically with LLM,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.340394Z

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Observation 1fc17ec4-ae9a-4e46-9ec0-39b21c09674e · outbound

This paper cites NotaGen: Advanc- ing musicality in symbolic music generation with large language model training paradigms,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning NotaGen: Advanc- ing musicality in symbolic music generation with large language model training paradigms,

Reference 13

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Source-reported events for the cited work

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Observation bda1aaff-f4bc-4091-bcfb-688a94fb2677 · outbound

This paper cites MuseCoco: Generating Symbolic Music from Text.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning MuseCoco: Generating Symbolic Music from Text

Reference 14

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Source-reported events for the cited work

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Observation fb276afe-a6b4-44e0-82e5-eb430d7029b7 · outbound

This paper cites Spectral learning for expressive interactive ensemble music performance,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Spectral learning for expressive interactive ensemble music performance,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.321894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4ee68df3-6002-4b08-98cf-c27547808d27 · outbound

This paper cites Adaptive accompaniment with ReaL- chords,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Adaptive accompaniment with ReaL- chords,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.311463Z

Source-reported events for the cited work

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Observation 0f1243c7-5e9d-4fbf-9821-91751bbdc98a · outbound

This paper cites Machine tongues XVI: Genetic algorithms and their application to FM matching synthesis,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Machine tongues XVI: Genetic algorithms and their application to FM matching synthesis,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.297781Z

Source-reported events for the cited work

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Observation 65ab77e7-ec94-4102-b8f8-825d2117909c · outbound

This paper cites Growing sound synthesizers using evo- lutionary methods,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Growing sound synthesizers using evo- lutionary methods,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.286025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 798814f7-fc8d-4fa7-82dc-d35f5635bc7c · outbound

This paper cites Frequency modulation tone matching using a fuzzy clustering evolution strat- egy,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Frequency modulation tone matching using a fuzzy clustering evolution strat- egy,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.275922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 36ab060d-ff9e-4656-ad9b-737d6eb47cba · outbound

This paper cites Automatic cloning of recorded sounds by software synthesizers,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Automatic cloning of recorded sounds by software synthesizers,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.261738Z

Source-reported events for the cited work

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Observation d719570e-57a5-4c0b-97b5-3f886b19368e · outbound

This paper cites Flow synthesizer: Univer- sal audio synthesizer control with normalizing flows,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Flow synthesizer: Univer- sal audio synthesizer control with normalizing flows,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.252262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e56b1da3-701c-44d4-b831-99a92ee16091 · outbound

This paper cites Improv- ing synthesizer programming from variational autoen- coders latent space,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Improv- ing synthesizer programming from variational autoen- coders latent space,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.240621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation acb62e37-301e-49c9-9474-7e0e0a70a3c2 · outbound

This paper cites Sound2Synth: Interpreting sound via FM synthesizer parameters estimation,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Sound2Synth: Interpreting sound via FM synthesizer parameters estimation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.229650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fa1dca10-c4c2-444c-bd26-db09cf888e13 · outbound

This paper cites Audio synthe- sizer inversion in symmetric parameter spaces with ap- proximately equivariant flow matching,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Audio synthe- sizer inversion in symmetric parameter spaces with ap- proximately equivariant flow matching,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.220439Z

Source-reported events for the cited work

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Observation 96442dd9-b25d-47c1-b05f-e21ff29d7c47 · outbound

This paper cites Improving semi-supervised differentiable synthesizer sound matching for practi- cal applications,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Improving semi-supervised differentiable synthesizer sound matching for practi- cal applications,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.147166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 284028eb-60d0-41a3-a737-b512d0215fef · outbound

This paper cites DiffMoog: a Differentiable Modular Synthesizer for Sound Matching.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning DiffMoog: a Differentiable Modular Synthesizer for Sound Matching

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T04:18:46.431250Z

Source-reported events for the cited work

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Observation 0bab833c-7778-4ac2-b1b5-15dcde6553be · outbound

This paper cites White box search over audio synthesizer parameters,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning White box search over audio synthesizer parameters,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:48.067436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e4de173a-7423-4df6-ba5e-f30ea7d2e683 · outbound

This paper cites SynthRL: Cross-domain syn- thesizer sound matching via reinforcement learning,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning SynthRL: Cross-domain syn- thesizer sound matching via reinforcement learning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.948450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation edd9b488-7561-48e8-8715-235812dfb8f7 · outbound

This paper cites DDSP: Differentiable digital signal processing,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning DDSP: Differentiable digital signal processing,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.857306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9f4b376b-beaa-42b3-9012-b607aa4df3f4 · outbound

This paper cites Learning to solve inverse problems for perceptual sound match- ing,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Learning to solve inverse problems for perceptual sound match- ing,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.846360Z

Source-reported events for the cited work

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Observation cbc910e6-6ae6-4fd8-a0e7-51449581e174 · outbound

This paper cites Mask-predict: Parallel decoding of condi- tional masked language models,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Mask-predict: Parallel decoding of condi- tional masked language models,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.837029Z

Source-reported events for the cited work

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Observation 76414d01-1eec-4ab1-8af4-fc86f7104468 · outbound

This paper cites BERT has a mouth, and it must speak: BERT as a Markov random field language model,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning BERT has a mouth, and it must speak: BERT as a Markov random field language model,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.826262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 56241e4e-c972-4fd3-8b8f-c252293d1c9c · outbound

This paper cites Large Language Diffusion Models.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Large Language Diffusion Models

Reference 33

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Source-reported events for the cited work

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Observation 6283b6ae-bf51-4a80-a62b-9f882f598012 · outbound

This paper cites Structured denoising diffusion mod- els in discrete state-spaces,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Structured denoising diffusion mod- els in discrete state-spaces,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.817622Z

Source-reported events for the cited work

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Observation d73ffa43-f528-47d9-9360-87e58844f608 · outbound

This paper cites DiffusionBERT: Improving generative masked language models with diffusion models,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning DiffusionBERT: Improving generative masked language models with diffusion models,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.808545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d25ffe5f-6027-43f7-b826-b91258c18e0e · outbound

This paper cites Adaptive path of predic- tion: An unsupervised method for modeling note-level informational hierarchy of polyphony,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Adaptive path of predic- tion: An unsupervised method for modeling note-level informational hierarchy of polyphony,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.794741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3aa21f6a-cbba-4dca-a937-7468d15dfdac · outbound

This paper cites ViTex: Visual texture control for multi-track symbolic music gen- eration via discrete diffusion models,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning ViTex: Visual texture control for multi-track symbolic music gen- eration via discrete diffusion models,

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-08T04:18:47.392990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3505eb94-c3e2-43eb-852f-9bb75d4dd531 · outbound

This paper cites Discrete diffusion probabilistic models for symbolic music generation,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Discrete diffusion probabilistic models for symbolic music generation,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.782949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 585ec782-6de1-46a4-865f-5098286998d4 · outbound

This paper cites DPLM-2: A multimodal diffusion protein lan- guage model,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning DPLM-2: A multimodal diffusion protein lan- guage model,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.772341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 117d0bc6-991c-4f36-bf35-a7f07629b0df · outbound

This paper cites Protein design with guided discrete diffusion,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Protein design with guided discrete diffusion,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.758930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b220ca00-7314-47e0-bbe8-b4ddac869d8c · outbound

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

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T04:18:47.136693Z

Source-reported events for the cited work

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Observation 8cd0bc16-55ea-4d92-840c-b212c7195047 · outbound

This paper cites MusicRL: Aligning music generation to human preferences,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning MusicRL: Aligning music generation to human preferences,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.748732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 40d8bf22-b66a-4cd5-beab-678ce667970c · outbound

This paper cites d1: Scal- ing reasoning in diffusion large language models via reinforcement learning,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning d1: Scal- ing reasoning in diffusion large language models via reinforcement learning,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.738911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5e924129-f454-4a77-a109-30f1f5288329 · outbound

This paper cites Improv- ing discrete diffusion unmasking policies beyond ex- plicit reference policies,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Improv- ing discrete diffusion unmasking policies beyond ex- plicit reference policies,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.685867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0101bda0-b3d0-4ee6-9abb-0eb338b94dfe · outbound

This paper cites Latent space interpola- tion of synthesizer parameters using timbre-regularized auto-encoders,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Latent space interpola- tion of synthesizer parameters using timbre-regularized auto-encoders,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.618789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5b99833b-31f1-4fde-94b4-296b68a41e48 · outbound

This paper cites Assessing the align- ment of audio representations with timbre similarity ratings,.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning Assessing the align- ment of audio representations with timbre similarity ratings,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T04:18:47.558969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9f59fc03-e0e6-4370-b64a-d95d88db0696 · outbound

This paper cites DawDreamer: Bridging the Gap Between Digital Audio Workstations and Python Interfaces.

DDSynth-RL: Audio Synthesizer Inversion via Discrete Diffusion with Reinforcement Learning DawDreamer: Bridging the Gap Between Digital Audio Workstations and Python Interfaces

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-08-08T04:18:47.276340Z

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Observation 0da2f93f-8875-463b-974d-df8a49d76ff8 · inbound