Paper Citation Record · LEDGER

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction

As of 9 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2507.07526.

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

pith.paper-citation-record.v1
2507.07526 v3

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:41:18.564643Z

measured 46 of 46 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 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

46 of 46 outbound references displayed

verified exact3
verified fuzzy2
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64ad2501-96e3-4b5c-9966-ce8e91197f6d · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.823577Z

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 dfcfc153-2ff8-4700-aa80-cc334fd8a517 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.810441Z

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 c944d0e3-9936-4836-a3e3-2ac1ac7ea69a · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.796667Z

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 cd15fd8f-d66f-4b79-83af-faaac638dd6d · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.782235Z

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 e0f2737b-646e-4850-92b3-00d225a0a3ae · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.753787Z

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 19367ec3-060c-469e-8b83-6f79bd4dab46 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.739317Z

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 8de67a4d-dd98-4d1f-9a7e-c8cfb58efa2a · outbound

This paper cites M3ANet: Multi-scale and Multi-Modal Alignment Network for Brain-Assisted Target Speaker Extraction.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction M3ANet: Multi-scale and Multi-Modal Alignment Network for Brain-Assisted Target Speaker Extraction

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:41:18.762933Z

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 06d1caba-d25d-42ea-957a-f6f601c7a25e · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.726201Z

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 2b9b44fe-5032-4e60-9c6f-112dba6595e3 · outbound

This paper cites ListenNet: A Lightweight Spatio-Temporal Enhancement Nested Network for Auditory Attention Detection.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction ListenNet: A Lightweight Spatio-Temporal Enhancement Nested Network for Auditory Attention Detection

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T18:41:17.088373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0820a4e-14f8-4897-ad6d-e91272b36419 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.713004Z

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 4efcc727-acbb-4e86-84e0-2664769fcc42 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.698836Z

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 8a0c7b52-49a9-4e3c-ad6b-2dc4f87b4574 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.684954Z

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 4f0f9a8a-25dc-4d00-8d53-fc1c8fa15870 · outbound

This paper cites SSM2Mel: State Space Model to Reconstruct Mel Spectrogram from the EEG.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction SSM2Mel: State Space Model to Reconstruct Mel Spectrogram from the EEG

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:41:18.688594Z

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 3d0d773b-bb28-433e-ad18-136a771196ab · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.671356Z

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 dce2087d-463d-4581-ae73-78a2e6161fdc · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.657275Z

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 4a81924e-ed8d-4f46-ad96-9ddeccfaa460 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.641658Z

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 7bf203e7-140a-4e9a-8518-966435f8626d · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.627001Z

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 3390b0bc-f50b-4db1-b357-4dbe6f463c39 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.612922Z

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 f5879e44-d383-40f6-b38c-239b00e7a04a · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.599211Z

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 c982719e-20db-4f42-815c-036159f279d7 · outbound

This paper cites ConDSeg: A General Medical Image Segmentation Framework via Contrast-Driven Feature Enhancement.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction ConDSeg: A General Medical Image Segmentation Framework via Contrast-Driven Feature Enhancement

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:41:18.637750Z

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 0d31d7c0-063e-43fd-b78d-ec350e02d840 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.585086Z

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 3d9da315-e1e9-42f9-a8a8-0e562723fdea · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.570431Z

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 68138dc9-3911-43ab-8bb4-be4f68ef6f16 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T18:41:18.468928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea0394b0-2b8c-47ae-b0c1-7e05227f59e4 · outbound

This paper cites KAN: Kolmogorov-Arnold Networks.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction KAN: Kolmogorov-Arnold Networks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T18:41:18.473165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f1e3fe5-7874-4517-a440-267bac04dd7a · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.546011Z

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 dae43788-4d92-46d0-a7c0-f09aedfbd61c · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.532640Z

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 37ef4e19-83a0-4ff7-a7ec-5ccb1c66f61a · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.518258Z

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 b85098e5-ccb9-49d6-8828-79b93744960a · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.503708Z

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 5d896182-bcf0-493f-ae31-ae31c9e23c4e · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.489073Z

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 7086d901-2567-426c-844c-ba254d1cf27d · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T18:41:18.502853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4879e0e-d0c5-47b5-9a5b-b2c1874c21c7 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.464423Z

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 3a3cfedf-9557-4693-a55a-1fdae5760e20 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.449981Z

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 9ed0ec03-114c-4fbf-a0f6-deaf4a02f2fd · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.436051Z

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 19210761-09b8-4003-9bad-b85b3e4d378c · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.422178Z

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 af7051e5-78ee-440e-904b-984831d5193b · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.407797Z

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 5543ac89-447c-4cc7-afcb-4f5a92d7a95f · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.393206Z

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 e60d26fb-374f-44e9-9e45-c29e91a1a5ac · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T18:41:18.534260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6c4059a-1cc1-4ba9-9d12-a6c27112ca54 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.369190Z

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 34207656-60cf-40e3-8124-3defb14fa4a2 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.353980Z

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 c0917e03-a991-485f-974f-1824e8df360e · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.281120Z

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 e7309313-7b58-4c0c-8bea-c1f2d0ec7b92 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:18.948086Z

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 ed2319f8-f62d-4378-9eba-aa02c9912f80 · outbound

This paper cites KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T18:41:18.564643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07a7c058-e6af-46cf-803e-9fdb3adcfdb2 · outbound

This paper cites Advances in Neural Information Processing Systems 37 (2024), 31688–31707.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Advances in Neural Information Processing Systems 37 (2024), 31688–31707

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:41:19.101266Z

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 f96304b6-97b9-4516-b853-05759a60b872 · outbound

This paper cites an unresolved cited work.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Unresolved cited work

Reference 2023

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:41:19.767819Z

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 9c4c2b85-099d-45c8-883c-c0dae42cad4f · outbound

This paper cites HiPPO-KAN: Efficient KAN Model for Time Series Analysis.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction HiPPO-KAN: Efficient KAN Model for Time Series Analysis

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T18:41:18.661021Z

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 6760cbc5-20cc-4462-8f2b-598426ffcd29 · outbound

This paper cites Scientific Reports 15, 1 (2025), 6982.

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction Scientific Reports 15, 1 (2025), 6982

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:41:18.820812Z

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.

Pith citing papers

No inbound Pith citation observations are available.