Paper Citation Record · LEDGER

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization

As of 8 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 2 inbound Pith citation observations for arXiv:2506.02858.

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

pith.paper-citation-record.v1
2506.02858 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:20:13.434436Z

measured 42 of 42 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:20:10.527238Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T12:09:49.455046Z

Reference resolution

40 of 40 outbound references displayed

verified exact0
verified fuzzy19
unresolved20
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e9cee9e-1638-4464-a400-f619655afc7b · outbound

This paper cites Computational models aim to replicate this ability through sound separation, isolating target sources from audio mix- tures.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Computational models aim to replicate this ability through sound separation, isolating target sources from audio mix- tures

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:16.168610Z

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

Observation 8e6a2bde-34e2-46f8-ae97-4b14ab0815d6 · outbound

This paper cites DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:10.527238Z

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Observation d6787cc3-4547-4741-a6eb-39ac8fefe95a · outbound

This paper cites an unresolved cited work.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:20:16.058705Z

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Observation 0983e868-166a-4628-8882-11bd21c57549 · outbound

This paper cites Evaluation Benchmarks For evaluation, we use four publicly available text-aligned au- dio datasets and construct artificial mixtures following prior re- search in LASS [3, 4].

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Evaluation Benchmarks For evaluation, we use four publicly available text-aligned au- dio datasets and construct artificial mixtures following prior re- search in LASS [3, 4]

Reference 4

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Observation 368ce8af-73b5-4f83-8789-897591f6144a · outbound

This paper cites We analyzed na¨ıve adaptations of diffusion models to LASS and identified key lim- itations.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization We analyzed na¨ıve adaptations of diffusion models to LASS and identified key lim- itations

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:15.865675Z

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Observation 4ef1bfa3-92b5-4227-83db-d16bd2c3c28b · outbound

This paper cites an unresolved cited work.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:20:15.717558Z

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Observation 4556db06-61f6-4c29-967e-bbdb7a7513aa · outbound

This paper cites The cocktail party problem,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization The cocktail party problem,

Reference 7

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Source-reported events for the cited work

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Observation 14f16842-445c-44cf-b9cc-3cca96dc1c57 · outbound

This paper cites Separate what you describe: Language- queried audio source separation,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Separate what you describe: Language- queried audio source separation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:15.593216Z

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Observation 8a964106-5133-442a-a49c-d84cb42f207e · outbound

This paper cites CLIPSep: Learning Text-queried Sound Separation with Noisy Unlabeled Videos.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization CLIPSep: Learning Text-queried Sound Separation with Noisy Unlabeled Videos

Reference 9

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Source-reported events for the cited work

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Observation b844ed36-8154-4e28-b38f-f3334d3339d8 · outbound

This paper cites Separate anything you describe,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Separate anything you describe,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:15.487297Z

Source-reported events for the cited work

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Observation a917e2ee-a5c5-49bc-af3c-e64771e6a89f · outbound

This paper cites FlowSep: Language-Queried Sound Separation with Rectified Flow Matching.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization FlowSep: Language-Queried Sound Separation with Rectified Flow Matching

Reference 11

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Observation 903f4d1b-d2bd-4596-86f4-d7152185e606 · outbound

This paper cites Soloaudio: Target sound extraction with language-oriented audio diffusion transformer,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Soloaudio: Target sound extraction with language-oriented audio diffusion transformer,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:15.359499Z

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Observation 8956d83f-2fab-48cb-8547-6caf6027c03d · outbound

This paper cites AudioLDM: Text-to-audio generation with latent diffusion models,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization AudioLDM: Text-to-audio generation with latent diffusion models,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:15.245854Z

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Observation d5c9b149-0586-4f27-9776-d68682dabaab · outbound

This paper cites Auffusion: Leveraging the power of diffusion and large language models for text-to-audio generation,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Auffusion: Leveraging the power of diffusion and large language models for text-to-audio generation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:15.143106Z

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 c9aeeafb-828f-421c-afc0-9446222059b6 · outbound

This paper cites Peekaboo: Text to Image Diffusion Models are Zero-Shot Segmentors.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Peekaboo: Text to Image Diffusion Models are Zero-Shot Segmentors

Reference 15

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Source-reported events for the cited work

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Observation 029e9c41-a9df-408f-a42d-55d8e57c6bcc · outbound

This paper cites Decoupling magnitude and phase estimation with deep resunet for music source separation,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Decoupling magnitude and phase estimation with deep resunet for music source separation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:15.034150Z

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 5eef99d9-8411-4f41-9f2f-817e05a0a923 · outbound

This paper cites Supervised speech separation based on deep learning: An overview,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Supervised speech separation based on deep learning: An overview,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:11.874751Z

Source-reported events for the cited work

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Observation deafc59a-f6bf-4b8a-84f6-28c56046e604 · outbound

This paper cites Audio prompt tuning for universal sound separation,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Audio prompt tuning for universal sound separation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:14.915476Z

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 678e251f-e077-4673-896f-622404135c97 · outbound

This paper cites The sound of pixels,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization The sound of pixels,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:14.777697Z

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 9693f69d-5c97-4016-84f6-3e137b64aac6 · outbound

This paper cites Universal Source Separation with Weakly Labelled Data.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Universal Source Separation with Weakly Labelled Data

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:12.058900Z

Source-reported events for the cited work

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Observation 2d6b60f5-3ca0-41ed-a9aa-542cb915cc1a · outbound

This paper cites Clap learning audio concepts from natural language supervision,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Clap learning audio concepts from natural language supervision,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:12.147368Z

Source-reported events for the cited work

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Observation 765e424b-e437-4524-8423-b41b99adceb0 · outbound

This paper cites Large-scale contrastive language-audio pretraining with feature fusion and keyword-to-caption augmentation,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Large-scale contrastive language-audio pretraining with feature fusion and keyword-to-caption augmentation,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:12.196924Z

Source-reported events for the cited work

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Observation 575fff8e-8e70-452f-a38e-812406972e90 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Learning transferable visual models from natural language supervision,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:12.246500Z

Source-reported events for the cited work

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Observation 714a1fc6-0a7b-43be-9598-4c8cea034175 · outbound

This paper cites High-resolution image synthesis with latent diffusion models,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization High-resolution image synthesis with latent diffusion models,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:12.346292Z

Source-reported events for the cited work

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Observation 8d17d801-b83d-4b2d-87bc-8e82dd0dd970 · outbound

This paper cites Scaling rectified flow transformers for high-resolution im- age synthesis,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Scaling rectified flow transformers for high-resolution im- age synthesis,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:14.653854Z

Source-reported events for the cited work

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Observation 35410eda-d571-4f80-833f-3af867b0e9d1 · outbound

This paper cites Audioldm 2: Learn- ing holistic audio generation with self-supervised pretraining,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Audioldm 2: Learn- ing holistic audio generation with self-supervised pretraining,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:14.503985Z

Source-reported events for the cited work

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Observation 33d4b280-65cc-4e86-b0e9-ee9b9fc37e1b · outbound

This paper cites DreamFusion: Text-to-3D using 2D Diffusion.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization DreamFusion: Text-to-3D using 2D Diffusion

Reference 27

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Observation ee82518c-9729-45d4-a81d-3b102481b868 · outbound

This paper cites Audit: Audio editing by following instructions with latent diffusion models,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Audit: Audio editing by following instructions with latent diffusion models,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:14.328497Z

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Observation bd3e8d42-2b0b-4fd7-a75c-79cfcd9c54ab · outbound

This paper cites Prompt-guided Precise Audio Editing with Diffusion Models.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Prompt-guided Precise Audio Editing with Diffusion Models

Reference 29

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Source-reported events for the cited work

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Observation 044df5ff-48ac-4fbf-95dd-ed2120f0f158 · outbound

This paper cites Denoising Diffusion Implicit Models.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Denoising Diffusion Implicit Models

Reference 30

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Observation 950eb791-2843-44f9-b1c3-f8deb46445bd · outbound

This paper cites Null-text Inversion for Editing Real Images using Guided Diffusion Models.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Null-text Inversion for Editing Real Images using Guided Diffusion Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:13.087528Z

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Observation c472c1d8-c0f8-4e9c-aef7-671feb4a1921 · outbound

This paper cites Denoising diffusion probabilis- tic models,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Denoising diffusion probabilis- tic models,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:14.166897Z

Source-reported events for the cited work

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Observation 1fde0118-37e4-4628-8550-8a7155b42d7e · outbound

This paper cites Vggsound: A large-scale audio-visual dataset,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Vggsound: A large-scale audio-visual dataset,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T11:20:13.179546Z

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Observation 9522a672-3b76-4f25-bd6e-32cf4760e242 · outbound

This paper cites Audiocaps: Generating captions for audios in the wild,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Audiocaps: Generating captions for audios in the wild,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:14.047176Z

Source-reported events for the cited work

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Observation 579e4005-c0fd-4561-89c8-d0570b8c65a7 · outbound

This paper cites Esc: Dataset for environmental sound classifica- tion,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Esc: Dataset for environmental sound classifica- tion,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:13.972616Z

Source-reported events for the cited work

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Observation a7b86e79-094f-4089-af53-41a7c86876e3 · outbound

This paper cites Sdr– half-baked or well done?.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Sdr– half-baked or well done?

Reference 36

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Observation 75c1793f-cb8b-4bdd-80f6-26a4aa6272a0 · outbound

This paper cites A reference-free metric for language- queried audio source separation using contrastive language-audio pretraining,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization A reference-free metric for language- queried audio source separation using contrastive language-audio pretraining,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:13.884572Z

Source-reported events for the cited work

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Observation cc63a523-42ec-4b29-9573-1b1a4e2df93e · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 38

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Source-reported events for the cited work

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Observation ca76cfd0-fcf3-4ded-9418-3875f2d6753d · outbound

This paper cites Resunet- a: A deep learning framework for semantic segmentation of re- motely sensed data,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Resunet- a: A deep learning framework for semantic segmentation of re- motely sensed data,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:13.803825Z

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 624856e4-e0a2-49f4-835d-207f6517c8d2 · outbound

This paper cites Clotho: an audio cap- tioning dataset,.

DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization Clotho: an audio cap- tioning dataset,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:20:13.698592Z

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 8e6a2bde-34e2-46f8-ae97-4b14ab0815d6 · inbound