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Paper Citation Record · LEDGER

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio

As of 19 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2412.19999.

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

pith.paper-citation-record.v1
2412.19999 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:46:51.813467Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

61 of 61 outbound references displayed

  • verified exact13
  • verified fuzzy28
  • unresolved15
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b85ca6a-5990-4e2a-864f-bc0ca554f381 · outbound

This paper cites Jou rnal of Clinical Neuro- physiology: Official Publication of the American Electroenc ephalographic Society 30(1), 28–44 (Feb 2013).

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Jou rnal of Clinical Neuro- physiology: Official Publication of the American Electroenc ephalographic Society 30(1), 28–44 (Feb 2013)

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 179c272a-0d3e-48e0-b0bb-de4dbb3404de · outbound

This paper cites American Epilepsy Society (2 016), https://www.ncbi.nlm.nih.gov/books/NBK390347/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio American Epilepsy Society (2 016), https://www.ncbi.nlm.nih.gov/books/NBK390347/

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation d1a30533-f96d-4723-b023-15a30b545999 · outbound

This paper cites IEEE Access 11, 127271–1273 01 (2023), https://ieeexplore.ieee.org/abstract/document/10305163.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio IEEE Access 11, 127271–1273 01 (2023), https://ieeexplore.ieee.org/abstract/document/10305163

Reference 3

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.492915Z digest=sha256:bd1db2fb0872907df4f90cb4c15600ca5026f242d8cb9cea47f3b958932281b9

Observation 04661b83-e240-48b4-afc8-521d87a3c470 · outbound

This paper cites Current protocols i n neuroscience / edi- torial board, Jacqueline N.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Current protocols i n neuroscience / edi- torial board, Jacqueline N

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.698050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.498259Z digest=sha256:9bce57aab3ca3ff929272e37d1c2a6d9c0721ce7ee10c96835e340867cb2b5bf

Observation ce21c2d6-8e81-4db3-a01b-4d887ebcef81 · outbound

This paper cites Frontiers in Systems Neuroscience 16, 1000495 ( Sep 2022), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9538357/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Frontiers in Systems Neuroscience 16, 1000495 ( Sep 2022), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9538357/

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.503741Z digest=sha256:e080f8af6bf86749390f5bd04d98da95b9b0f3dbbe5b03e776e88cea8ebb3b5d

Observation 0475578d-6189-438e-a2ad-162d7292af1a · outbound

This paper cites Neuroscience Informatics 3(2), 100128 (J un 2023), https://www.sciencedirect.com/science/article/pii/S2772528623000134.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Neuroscience Informatics 3(2), 100128 (J un 2023), https://www.sciencedirect.com/science/article/pii/S2772528623000134

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.514480Z digest=sha256:2895febed7bcd1dd0c716a24fea23f9a4c478adaadaf9d59e081166dd55354e0

Observation dd0a614a-e583-4761-81c4-3b6062fca6ca · outbound

This paper cites Diagnos tics 13(4), 640 (Feb 2023), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955721/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Diagnos tics 13(4), 640 (Feb 2023), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955721/

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.649287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.519898Z digest=sha256:f4d5d8d60e6d1a7eb8bf4716a3cab936b370794c9c566875c588fac00eb47668

Observation dbd8de40-174f-425c-b7d9-581208f06cce · outbound

This paper cites Frontiers in Neuroscience 1 5 (Apr 2021), https://www.frontiersin.org/journals/neuroscience/articles/10.3389/fnins.2021.670745.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Frontiers in Neuroscience 1 5 (Apr 2021), https://www.frontiersin.org/journals/neuroscience/articles/10.3389/fnins.2021.670745

Reference 8

Resolution
metadata mismatch
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.525592Z digest=sha256:e6274c9e350f9c596792cc1ceb28a8c6357868925d207a1dfe89c7c383ecc537

Observation 151b34d5-0288-40eb-85fb-caca35ac44cd · outbound

This paper cites Frontiers in Artificial Intelligence 5, 107280 1 (Jan 2023), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9905640/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Frontiers in Artificial Intelligence 5, 107280 1 (Jan 2023), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9905640/

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.632381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.530777Z digest=sha256:454a77c339fcba30b3f6e20dc13a189e611871d5ca63f3b6b039a6c734757128

Observation a9e301d1-7fe0-498a-8125-ec8a35554644 · outbound

This paper cites Scientific Reports 13(1), 21 748 (Dec 2023), https://www.nature.com/articles/s41598-023-49048-7.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Scientific Reports 13(1), 21 748 (Dec 2023), https://www.nature.com/articles/s41598-023-49048-7

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.536324Z digest=sha256:e6c6889bc99ad4f2c9fef186eb623b55f2020cc72c3ad3597a6a239fffa4a7d7

Observation ba315b05-b9fe-4e4f-83b5-a090e26222b4 · outbound

This paper cites Computers in Biology and Medicine 178, 108 701 (Aug 2024), https://www.sciencedirect.com/science/article/pii/S0010482524007868.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Computers in Biology and Medicine 178, 108 701 (Aug 2024), https://www.sciencedirect.com/science/article/pii/S0010482524007868

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 4e2cf41f-6224-4bd8-8c5b-ae323c9d79b2 · outbound

This paper cites Journal of NeuroEnginee ring and Rehabilitation 20, 40 (Apr 2023), https://www.ncbi.nlm.nih.gov/pmc/art icles/PMC10088201/ 12 Sabharwal et al.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Journal of NeuroEnginee ring and Rehabilitation 20, 40 (Apr 2023), https://www.ncbi.nlm.nih.gov/pmc/art icles/PMC10088201/ 12 Sabharwal et al

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.579247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.546991Z digest=sha256:1baa2cc96b3d4cc52eb89dafb49913e0b7b5806c37ad612ac56b57882e4f2807

Observation eb11dfe0-ace4-47b3-8a8d-fb9055281dd5 · outbound

This paper cites Communications Biology 7(1), 1–14 (Oct 2024), https://www.nature.com/articles/ s42003-024-07007-6.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Communications Biology 7(1), 1–14 (Oct 2024), https://www.nature.com/articles/ s42003-024-07007-6

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.562100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 5fa013c9-75e8-4dbc-8d46-fc311515c59c · outbound

This paper cites Neurosurgical focus 27(1), E4 (Jul 20 09), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2920041/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Neurosurgical focus 27(1), E4 (Jul 20 09), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2920041/

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 7c978a4d-bdbb-4348-b4e5-4eb2a1ffd6db · outbound

This paper cites Jour- nal of Yeungnam Medical Science 41(4), 261–268 (Sep 2024), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11534409/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Jour- nal of Yeungnam Medical Science 41(4), 261–268 (Sep 2024), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11534409/

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.529653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.562225Z digest=sha256:d40e6d9562d5a455e4dd103ade28ccd21155ba657e8db8938b7882402ca276d6

Observation 2e0a22fc-fea9-428f-9f1c-c1bd78a72726 · outbound

This paper cites International Journal of Psychophysiology 97(3 ), 210–220 (Sep 2015), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4548479/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio International Journal of Psychophysiology 97(3 ), 210–220 (Sep 2015), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4548479/

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.513362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 08eb82f7-22cf-4c68-8438-d3e1bfa70415 · outbound

This paper cites A Multi-Label EEG Dataset for Mental Attention State Classification in Online Learning.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio A Multi-Label EEG Dataset for Mental Attention State Classification in Online Learning

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:46:52.977971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0fdf11a9-d07a-45d2-be16-a1b64bafa2ae · outbound

This paper cites : Eeg variability: Task- driven or subject-driven signal of interest? NeuroImage 25 2, 119034 (May 2022), https://www.sciencedirect.com/science/article/pii/S105381192200163X.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio : Eeg variability: Task- driven or subject-driven signal of interest? NeuroImage 25 2, 119034 (May 2022), https://www.sciencedirect.com/science/article/pii/S105381192200163X

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.496802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.577850Z digest=sha256:36b627fedd5c43ea86c4a1f5478db6607c3876492eed32daca15a9390a31e66d

Observation aac75c90-0b95-4ff4-ab8f-236bcbbd9ef6 · outbound

This paper cites BMC Medical Ethics 18, 60 (Nov 2017), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5680604/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio BMC Medical Ethics 18, 60 (Nov 2017), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5680604/

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.480506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.583061Z digest=sha256:10ed426989178a1a8c910d0f982a1521811dfd2c70a55f87f7f14a16b454e04c

Observation d9d36889-7c2c-4d5b-835b-db19b8b9b061 · outbound

This paper cites an unresolved cited work.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:46:53.464454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.588317Z digest=sha256:6566bae6e28a68fa3352a65095eaacfaea8b091bf04fbc64d58c0329f8ad7b09

Observation b9b5b821-5704-4412-910e-95e4ecfa8b44 · outbound

This paper cites Generative AI in Writing Research Papers: A New Type of Algorithmic Bias and Uncertainty in Scholarly Work.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Generative AI in Writing Research Papers: A New Type of Algorithmic Bias and Uncertainty in Scholarly Work

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:46:52.952565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.593378Z digest=sha256:772401b2c7f6bde555a8e55b03700afd9b40e1e108fb51440baf7b283992104c

Observation f162701c-eea0-47bb-8dff-5805c2825724 · outbound

This paper cites GNN4EEG: A Benchmark and Toolkit for Electroencephalography Classification with Graph Neural Network.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio GNN4EEG: A Benchmark and Toolkit for Electroencephalography Classification with Graph Neural Network

Reference 22

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T23:46:52.928149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.599039Z digest=sha256:aefe6b3122cea8292427b326f2f82fa1e85043adeb93120f46919149d1d5a563

Observation 5dbc6012-bf82-42e9-9297-caceeddbc60d · outbound

This paper cites Sensors (Basel, Switzerland) 22(9 ), 3331 (Apr 2022), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9101004/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Sensors (Basel, Switzerland) 22(9 ), 3331 (Apr 2022), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9101004/

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.448266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.605349Z digest=sha256:45889a1988c67082d3bae183df03456a6d6fed4abaac442939e58cadd6b85bc1

Observation 231f7925-1a2f-407d-ad6a-7db6d0360d16 · outbound

This paper cites EEG2IMAGE: Image Reconstruction from EEG Brain Signals.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio EEG2IMAGE: Image Reconstruction from EEG Brain Signals

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:46:52.900949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.610396Z digest=sha256:8b805fa57f2443c2210f3f675c4df6e951d98304825a497129a1208735879ed4

Observation 6be0e574-0f8c-4a52-83d6-92d19cc5cf98 · outbound

This paper cites Alljoined1 -- A dataset for EEG-to-Image decoding.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Alljoined1 -- A dataset for EEG-to-Image decoding

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.615765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.615765Z digest=sha256:213c9ffe5d8448a5100fa0b44b4ae20e4286eb8dec8df027e771f34314f5df58

Observation 019bcd2b-e601-4d1b-b222-740de50a1e2e · outbound

This paper cites Journal of Medical Imaging 4(3), 0355 01 (Jul 2017), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5527267/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Journal of Medical Imaging 4(3), 0355 01 (Jul 2017), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5527267/

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.430316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.621236Z digest=sha256:6d6c1c852796869a57a2837efa9549e8dab07df693a1809efce83013986c4ac5

Observation f9245cae-5cc2-40f0-b277-439ff26c0dc2 · outbound

This paper cites Inter national Jour- nal of Qualitative Methods 16(1), 1609406917733847 (Dec 20 17), https://journals.sagepub.com/doi/10.1177/1609406917733847.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Inter national Jour- nal of Qualitative Methods 16(1), 1609406917733847 (Dec 20 17), https://journals.sagepub.com/doi/10.1177/1609406917733847

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.626491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.626491Z digest=sha256:3ea81e30bd751ba691556afe6f9ffe727b1f1578d4810e71fdd4221b79e0e8b5

Observation 18eadb58-2c86-4a6a-a75d-825546e0f544 · outbound

This paper cites Systematic Reviews 5( 1), 74 (May 2016), https://doi.org/10.1186/s13643-016-0249-x.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Systematic Reviews 5( 1), 74 (May 2016), https://doi.org/10.1186/s13643-016-0249-x

Reference 28

Resolution
verified exact
doi, observed 2026-08-10T23:46:51.916240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.631802Z digest=sha256:1f2a4ed2b17a708dd2723be2166d82ba8a9ca46dd0c020734e6af1f980f2a4f6

Observation 5a178b82-5e8b-439c-bbeb-785faa95bc32 · outbound

This paper cites Frontiers in Neuroinfo rmatics 14 (Apr 2020), https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2020.00015.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Frontiers in Neuroinfo rmatics 14 (Apr 2020), https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2020.00015

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.637213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.637213Z digest=sha256:c7f2f295312491ef73a197f64b1525884c023d9a39e7743e0a509372fe8e28eb

Observation 7343f1d8-8791-4806-b7c8-82bd58105241 · outbound

This paper cites an unresolved cited work.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:46:53.412344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.642461Z digest=sha256:f8c777db9b5d1d1a6553b68109c283ca802ffca7b6c55b4fe57ff68c31732353

Observation 5155f07b-6985-4c79-9c17-5f777e9b94b2 · outbound

This paper cites an unresolved cited work.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:46:53.396152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.647542Z digest=sha256:942838f95f6cba193744d099dd813a735ab1fd0aa4a334da2feb789dcc067455

Observation 39275973-9c62-43ef-b966-bdc1e07be4b7 · outbound

This paper cites In: P roceedings of the 26th ACM international conference on Multimedia.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio In: P roceedings of the 26th ACM international conference on Multimedia

Reference 32

Resolution
malformed identifier
doi_truncated, observed 2026-08-10T23:46:52.768641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.652593Z digest=sha256:a442883a71f8ba69ca2ac7a90afe6981606a8a925a6b6ee25219cf32380ad02a

Observation 2f453a1e-4648-406d-84ee-bbcde6005258 · outbound

This paper cites Frontiers in Human Neuro science 14, 103 (Apr 2020), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7188358/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Frontiers in Human Neuro science 14, 103 (Apr 2020), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7188358/

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.380784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.657894Z digest=sha256:c965b584515d6c50f12f4136dd8d0f93da83f82689e04e21ebeb1b1ff13ce6d1

Observation e9cc2645-7e22-407e-a185-2b74b3f394b7 · outbound

This paper cites SWIM: Short-Window CNN Integrated with Mamba for EEG-Based Auditory Spatial Attention Decoding.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio SWIM: Short-Window CNN Integrated with Mamba for EEG-Based Auditory Spatial Attention Decoding

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:46:52.685527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.662921Z digest=sha256:e6f84beb09d51e466b15d4a7343baa55b4afbb528d61d9c4418d0d17eabb80f3

Observation 4f5e35eb-6cd6-482a-9758-1e420c978323 · outbound

This paper cites In: Proceedi ngs of the 25th ACM international conference on Multimedia.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio In: Proceedi ngs of the 25th ACM international conference on Multimedia

Reference 35

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T23:46:52.661279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.668578Z digest=sha256:facd030a0a817524c505a31fa198c1adbeca123b438abfe9fd9fc82c00811ce6

Observation 64ecb7ca-5f35-4ab7-9295-a6eaad00de4d · outbound

This paper cites Proceedings of the Royal Society of London.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Proceedings of the Royal Society of London

Reference 36

Resolution
verified exact
raw_fallback, observed 2026-08-10T23:46:52.566979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.673777Z digest=sha256:bb0a629f4b7d83679597994370ffb178c019608d06e35d8a20566ede58f577dc

Observation 8955a920-df78-4fa2-97c2-28a69395b3d1 · outbound

This paper cites Journal of Neuroscience 21( 16), 6329–6337 (Aug 2001), https://www.jneurosci.org/content/21/16/6329.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Journal of Neuroscience 21( 16), 6329–6337 (Aug 2001), https://www.jneurosci.org/content/21/16/6329

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.364324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.678993Z digest=sha256:d412bc93b18b944aca7b59d7109a964959eed78640ac4d2ea63e4aeffb1338e7

Observation b4d6578e-5094-4cf7-bff8-e4b4bae06d10 · outbound

This paper cites mozart effect.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio mozart effect

Reference 38

Resolution
verified exact
doi, observed 2026-08-10T23:46:51.898302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.684210Z digest=sha256:45d0d7f36c4f756efcd673a8552ee4a77e2314000fc01280cca997f7e1f4091f

Observation 158ab12a-a045-4f47-bc50-da97f9528f32 · outbound

This paper cites IEEE Transactions on Biomedical Engineering 57(7), 1798–1806 ( Jul 2010), https://ieeexplore.ieee.org/abstract/document/5458075.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio IEEE Transactions on Biomedical Engineering 57(7), 1798–1806 ( Jul 2010), https://ieeexplore.ieee.org/abstract/document/5458075

Reference 39

Resolution
verified exact
raw_fallback, observed 2026-08-10T23:46:52.479280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.689181Z digest=sha256:27388d826d3f722f30d3f24a0acacd0205dfa5675f8caeebfe3c4dc9321c79c5

Observation 030bc32c-de47-438b-a5ce-fe81c2be3b11 · outbound

This paper cites Neuropsychologia 40(13), 2242–2256 (Jan 2002), https://www.sciencedirect.com/science/article/pii/S0028393202001070.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Neuropsychologia 40(13), 2242–2256 (Jan 2002), https://www.sciencedirect.com/science/article/pii/S0028393202001070

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.347683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.694619Z digest=sha256:333760e98e8aecc25888c0e3f289bc183a15d541d917f7dcb747b1a21d51ddf0

Observation 3f9f532b-af24-4498-8696-b62e3b5d9bca · outbound

This paper cites Electroencephalography: basic principles , clinical applications, and related fields p.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Electroencephalography: basic principles , clinical applications, and related fields p

Reference 41

Resolution
verified exact
raw_fallback, observed 2026-08-10T23:46:52.385167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.700095Z digest=sha256:5630e2330a3c24372634847f159ef8a68123b37e31223b2b6c064690fd0fd924

Observation c745fd38-28b4-4d31-a628-1d497aa222c5 · outbound

This paper cites an unresolved cited work.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:46:53.331278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.705485Z digest=sha256:16d2c5dff423830acff35e44888c63f486f5156a344aba6d985b556211b7b2a1

Observation a60c3495-f7f2-4601-80f6-4791caaf4b4d · outbound

This paper cites Cer ebral Cortex 28(12), 4136–4160 (Dec 2018), https://doi.org/10.1093/cercor/b hx268.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Cer ebral Cortex 28(12), 4136–4160 (Dec 2018), https://doi.org/10.1093/cercor/b hx268

Reference 43

Resolution
malformed identifier
doi_truncated, observed 2026-08-10T23:46:51.880562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.711624Z digest=sha256:4b9cd637ae6ae9d09940fdbd1466bae04a96952ba1cc08353d65b75cb1969dc1

Observation a5f92f90-9787-4afc-b296-f0c22f4d0132 · outbound

This paper cites A Penny for Your (visual) Thoughts: Self-Supervised Reconstruction of Natural Movies from Brain Activity.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio A Penny for Your (visual) Thoughts: Self-Supervised Reconstruction of Natural Movies from Brain Activity

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.719352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.719352Z digest=sha256:164eb5f8208964b3289b3020c60cb3a573e8f704a9dc52146c51f2c8d100f2d6

Observation cbc8cd94-a11d-4939-a3a1-f962522c90f5 · outbound

This paper cites an unresolved cited work.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:46:53.314435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.725291Z digest=sha256:03f7b4afa6c39d55cc4a46a855cbf5b279d8824c3f1088021dea4751117a7f21

Observation fecf50d6-7849-4379-bd58-654dadd52187 · outbound

This paper cites NeuroCine: Decoding Vivid Video Sequences from Human Brain Activties.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio NeuroCine: Decoding Vivid Video Sequences from Human Brain Activties

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:46:52.280618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.730688Z digest=sha256:1657eb09200d17651567741dff30ace21d357fbdb90d0a714f5e85378b46842e

Observation 9cd6af00-5e02-4337-b90e-5d0c8042189d · outbound

This paper cites IEEE Transactions on Image Processing 13(4), 600–612 (Apr 2004), https://ieeexplore.ieee.org/abstra ct/document/1284395.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio IEEE Transactions on Image Processing 13(4), 600–612 (Apr 2004), https://ieeexplore.ieee.org/abstra ct/document/1284395

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.736084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.736084Z digest=sha256:5e5c5de339f3397788aeac85f604e7966ad4ecce0751219741841de6c12a05ce

Observation 81d1652a-9007-4b88-9c63-f544108990db · outbound

This paper cites IEEE trans- actions on neural systems and rehabilitation engineering: a publication of the IEEE Engineering in Medicine and Biology Society 32, 1267–1283 ( 2024).

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio IEEE trans- actions on neural systems and rehabilitation engineering: a publication of the IEEE Engineering in Medicine and Biology Society 32, 1267–1283 ( 2024)

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.298401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.741931Z digest=sha256:926935d4bcb7cf16728172ddffe0da864dc9cecafdc720429c417367058934fc

Observation bc7d13cb-5d08-41e8-bc66-25ca4c9b64f7 · outbound

This paper cites Generating Novel Scene Compositions from Single Images and Videos.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Generating Novel Scene Compositions from Single Images and Videos

Reference 49

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:46:52.168942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.747504Z digest=sha256:9cb70c5bb101bae3c8f410fe57ddb93e059bcfad59e7806330ab8e1521bccbab

Observation c15baa08-128c-468f-a84e-5487e2ca601e · outbound

This paper cites Physical Review X 13(4), 04100 4 (Oct 2023), https://link.aps.org/doi/10.1103/PhysRevX.13.041004.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Physical Review X 13(4), 04100 4 (Oct 2023), https://link.aps.org/doi/10.1103/PhysRevX.13.041004

Reference 50

Resolution
verified exact
doi, observed 2026-08-10T23:46:51.861995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.753038Z digest=sha256:f7628469b62e783419e5faf1eb71d217d306ba5aa247cfc0d2abd6b1b3a3cbe6

Observation f743feb7-41d6-4acf-8d4a-c0dafc460271 · outbound

This paper cites Wasserstein GAN.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Wasserstein GAN

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.758481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.758481Z digest=sha256:1ede92d7fc4a205086a0f64a4dc662e620c7e0ce15b2476816fd1a16ddc2d8dd

Observation 2a2ad191-4104-48c4-b6cf-9288d0aa1fc9 · outbound

This paper cites Spectral Normalization for Generative Adversarial Networks.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Spectral Normalization for Generative Adversarial Networks

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.764314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.764314Z digest=sha256:6557722c98861eb9505fb4e83dcc08169e7ca0ff9969c80be730a48a12607d03

Observation 0b8f2b92-b205-4da8-8755-e86f27c72342 · outbound

This paper cites an unresolved cited work.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.769678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.769678Z digest=sha256:ebe04144853bba120ab74fd322893e144385018fdef6a8b04b36f80ce357ca3d

Observation 77036ac3-c00b-4de9-a4d4-e93da6eec5c6 · outbound

This paper cites Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.775224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.775224Z digest=sha256:de0864bbae34ab55e0e2145c3a36d9536578e0dbf5514ff726562550541d3f55

Observation d5cdb79e-d5b7-4fbe-a7d1-1d676c80fda5 · outbound

This paper cites Future Internet 15(8), 260 (Aug 2023), https://www.mdpi.com/1999-5903/15/8/260.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Future Internet 15(8), 260 (Aug 2023), https://www.mdpi.com/1999-5903/15/8/260

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.280798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.780560Z digest=sha256:523a3b099cb476f2cad6bb7569b0c7f1462d780e6e4f73f57e521d3acebe82a6

Observation 5fb23f2d-a484-48d8-aa60-3a3f0d06a90e · outbound

This paper cites AI Open 3, 111–132 (Jan 2022), https://www.sciencedirect.com/science/article/pii/S2666651022000146.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio AI Open 3, 111–132 (Jan 2022), https://www.sciencedirect.com/science/article/pii/S2666651022000146

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.262327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.785837Z digest=sha256:7997cd7cd886c02fb774198b0efc8135d9e8114e550f709b6b9e6875a8fd3703

Observation 10a01a18-f35f-43bf-a7bd-e0eee89a28eb · outbound

This paper cites Large Transformers are Better EEG Learners.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Large Transformers are Better EEG Learners

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-10T23:46:51.791423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:46:51.791423Z digest=sha256:82dab5ff29cdbc21c55f2194ee1c29eac80e4042ddb02e8382a256bff682f792

Observation 0ea71d0a-17f6-4a66-af02-161ff0928bf6 · outbound

This paper cites Sensors (Basel, Switzerland) 19(5), 987 (Fe b 2019), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427454/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Sensors (Basel, Switzerland) 19(5), 987 (Fe b 2019), https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427454/

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.245784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.796943Z digest=sha256:f3c5fa35cbed8399f382c43c6442aeaada5106e8327fcdacf084c8bd7211f1db

Observation daef1aa9-1347-4af0-b681-048833897dfd · outbound

This paper cites Expert Systems with Applications 24 2, 122807 (May 2024), https://www.sciencedirect.com/science/article/pii/S0957417423033092.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Expert Systems with Applications 24 2, 122807 (May 2024), https://www.sciencedirect.com/science/article/pii/S0957417423033092

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.227567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.802502Z digest=sha256:e4556d9f2d8c5e3b0d8e23179c3db9854dffe2187bea5fb8908cb04e66736a40

Observation f8248891-2ee1-46cd-a285-8c51aef6bdd6 · outbound

This paper cites Neuropsychologia 106, 371–382 (Nov 2017), https://www.ncbi.nlm.nih.gov/pmc/a rticles/PMC5707129/.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Neuropsychologia 106, 371–382 (Nov 2017), https://www.ncbi.nlm.nih.gov/pmc/a rticles/PMC5707129/

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.206591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.807978Z digest=sha256:17ad029010b8c0d994834cf616e91227e4cee8afbd9e71dcd1d014ca3c4fd332

Observation 4e0ca20a-bf2a-4845-a12a-d02f49e34fe5 · outbound

This paper cites Neurocomputing 562, 12 6901 (Dec 2023), https://www.sciencedirect.com/science/article/pii/S092523122301024X.

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio Neurocomputing 562, 12 6901 (Dec 2023), https://www.sciencedirect.com/science/article/pii/S092523122301024X

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:46:53.189140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:46:51.813467Z digest=sha256:9d146028f424aa93f7c483a3c284575b03f295d76ce832fc0c936d48cceb9d06

Pith citing papers

No inbound Pith citation observations are available.