Paper Citation Record · LEDGER

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation

As of 23 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2505.07631.

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

pith.paper-citation-record.v1
2505.07631 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:15:59.284859Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

verified exact2
verified fuzzy28
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9aca02ef-7022-4ac8-be79-8555db5a2b99 · outbound

This paper cites Open-unmix-a reference implementation for music source separation,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Open-unmix-a reference implementation for music source separation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.708464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 872d8458-5c8c-44a6-9606-69ff6e378cbb · outbound

This paper cites Spleeter: a fast and efficient music source separation tool with pre-trained models,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Spleeter: a fast and efficient music source separation tool with pre-trained models,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.697692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 041a32cb-01f1-4f2e-a6b8-8e212422d5d0 · outbound

This paper cites Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T22:15:59.161327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86d54943-cb0c-4ad7-8789-246f132ad4dc · outbound

This paper cites Music source separation with band-split rnn,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Music source separation with band-split rnn,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.687752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a52ac27a-dbdc-4a2c-8566-7978728664a2 · outbound

This paper cites Music source separation with band-split rope transformer,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Music source separation with band-split rope transformer,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.677232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 133bbbdc-a90c-4260-b553-6f911a3bdfaa · outbound

This paper cites MUSDB18-HQ - an uncompressed version of MUSDB18,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation MUSDB18-HQ - an uncompressed version of MUSDB18,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T22:15:59.173390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b28e1e44-a29c-473b-83b6-381fac19be11 · outbound

This paper cites Pac-hubert: Self-supervised music source separation via primitive auditory clustering and hidden-unit bert,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Pac-hubert: Self-supervised music source separation via primitive auditory clustering and hidden-unit bert,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.666380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 75f7b9e5-259c-4e3e-afed-8b07f5b54dc4 · outbound

This paper cites Hubert: Self-supervised speech representation learning by masked prediction of hidden units,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Hubert: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.655535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3962cfa8-112c-47cd-8c1b-4f107c1dd0af · outbound

This paper cites Repeating pattern extraction technique (repet): A simple method for music/voice separation,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Repeating pattern extraction technique (repet): A simple method for music/voice separation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.643725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ee9feb5a-9524-4c98-92a1-84f349587199 · outbound

This paper cites Melody extraction from polyphonic music signals using pitch contour characteristics,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Melody extraction from polyphonic music signals using pitch contour characteristics,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.632965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d3521140-1b49-4399-8bea-402d5c29295c · outbound

This paper cites Remix-cycle-consistent learning on adversarially learned separator for accurate and stable unsupervised speech separation,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Remix-cycle-consistent learning on adversarially learned separator for accurate and stable unsupervised speech separation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.620985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2585f42b-1ae6-47af-bbe3-8498b22d598e · outbound

This paper cites Remixit: Continual self-training of speech enhancement models via bootstrapped remixing,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Remixit: Continual self-training of speech enhancement models via bootstrapped remixing,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.610704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1810174d-b8a4-48cb-81f2-1b407e75c4c8 · outbound

This paper cites Self-remixing: Unsupervised speech separation via separation and remixing,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Self-remixing: Unsupervised speech separation via separation and remixing,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.594225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9e957ecc-a56a-483c-a8a1-bb8ed5218dd5 · outbound

This paper cites Unsupervised sound separation using mixture invariant training,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Unsupervised sound separation using mixture invariant training,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.583535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7879480f-27dd-461a-88b3-dbcd6a2257cd · outbound

This paper cites Source separation by steering pretrained music models,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Source separation by steering pretrained music models,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.572862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b0664a7a-9722-4eb4-b829-b54ec7ec6be9 · outbound

This paper cites Unsupervised music source separation using differentiable parametric source models,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Unsupervised music source separation using differentiable parametric source models,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.561568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6254eaa1-bd48-4dd1-be9d-1a8334c41b9e · outbound

This paper cites Semi- supervised singing voice separation with noisy self-training,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Semi- supervised singing voice separation with noisy self-training,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.548434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c2b6c8b5-2c23-4551-8aaf-1885b9124aca · outbound

This paper cites Unsupervised blind source separation with variational auto-encoders,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Unsupervised blind source separation with variational auto-encoders,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.536806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 18154954-fe3c-49e5-860c-f2f25dca0961 · outbound

This paper cites Bootstrapping deep music separation from primitive auditory grouping principles.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Bootstrapping deep music separation from primitive auditory grouping principles

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-15T22:15:59.369454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6198e4f1-02fd-4857-91f8-12d7679a2960 · outbound

This paper cites Sparse, efficient, and semantic mixture invariant training: Taming in- the-wild unsupervised sound separation,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Sparse, efficient, and semantic mixture invariant training: Taming in- the-wild unsupervised sound separation,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.525559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0946991c-37a9-45ca-8872-4f28d176d873 · outbound

This paper cites Teacher-student mixit for unsupervised and semi-supervised speech separation,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Teacher-student mixit for unsupervised and semi-supervised speech separation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.514452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c3811d1f-00d3-4a21-85db-24631e17e3c3 · outbound

This paper cites Remixing-based Unsupervised Source Separation from Scratch,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Remixing-based Unsupervised Source Separation from Scratch,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.502245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d7da1f91-be9f-48ea-af98-cd3353e98970 · outbound

This paper cites FMA: A Dataset For Music Analysis.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation FMA: A Dataset For Music Analysis

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T22:15:59.239081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 464a8dd5-9fe0-4455-8a92-f6399576f22a · outbound

This paper cites Interspeech 2025 URGENT speech enhancement challenge,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Interspeech 2025 URGENT speech enhancement challenge,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.489825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cc68be3f-05fe-4f9a-afaa-5f362a751a34 · outbound

This paper cites Task- aware unified source separation,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Task- aware unified source separation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.477517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bcaafc73-8497-401d-94a7-839eb3572dfd · outbound

This paper cites A Comparative Study on Positional Encoding for Time-frequency Domain Dual-path Transformer-based Source Separation Models.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation A Comparative Study on Positional Encoding for Time-frequency Domain Dual-path Transformer-based Source Separation Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T22:15:59.251886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46fc563f-6c12-46d1-83eb-5fce4fa49933 · outbound

This paper cites Tf- locoformer: Transformer with local modeling by convolution for speech separation and enhancement,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Tf- locoformer: Transformer with local modeling by convolution for speech separation and enhancement,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.465800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0cb316fa-856f-4415-9ba5-9cce9afe4491 · outbound

This paper cites Improving music source separation with simo stereo band-split rnn,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Improving music source separation with simo stereo band-split rnn,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.453526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e5ccbcbf-d844-4c7f-b66c-be77b66dd717 · outbound

This paper cites A Two-Stage Band-Split Mamba-2 Network For Music Separation.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation A Two-Stage Band-Split Mamba-2 Network For Music Separation

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-15T22:15:59.333212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c6eccd56-1146-4b46-96a6-efe4da21c32f · outbound

This paper cites Decoupled weight decay regularization,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Decoupled weight decay regularization,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.441290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 077e75a5-c223-4ce9-aeb9-00445fd52e96 · outbound

This paper cites Flashattention: Fast and memory-efficient exact attention with io-awareness,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Flashattention: Fast and memory-efficient exact attention with io-awareness,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.429077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e08396b5-f209-4b21-af9e-7cb65831a5d9 · outbound

This paper cites What’s all the fuss about free universal sound separation data?.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation What’s all the fuss about free universal sound separation data?

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.417287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f2a67ce0-bb7a-4598-bdde-5be1a26f4bde · outbound

This paper cites Music demixing challenge 2021,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation Music demixing challenge 2021,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.405676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation be9a4868-f666-4f4b-9221-4a9dafe20d74 · outbound

This paper cites The 2018 signal separation evaluation campaign,.

Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation The 2018 signal separation evaluation campaign,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:15:59.392437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

No inbound Pith citation observations are available.