Paper Citation Record · LEDGER

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis

As of 21 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 1 inbound Pith citation observation for arXiv:2606.18738.

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

pith.paper-citation-record.v1
2606.18738 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T19:53:05.995620Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T19:53:05.995620Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T02:19:22.859536Z

Reference resolution

46 of 46 outbound references displayed

verified exact11
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1132a1f7-9f66-48e6-b4e5-ea28b1f0adbb · outbound

This paper cites GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-04T02:19:22.861802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8ab56229-5fc4-4acc-86e3-725c0f72ebdd · outbound

This paper cites Task Overview The GRIDEX pipeline serves two objectives: Artifact local- ization and Artifact interpretation.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Task Overview The GRIDEX pipeline serves two objectives: Artifact local- ization and Artifact interpretation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

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Observation 0c95b280-da47-4d3a-a586-5673ced21244 · outbound

This paper cites We therefore con- struct a dataset that provides region-level artifact supervision, structured metadata, and forensic explanations for each spec- trogram.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis We therefore con- struct a dataset that provides region-level artifact supervision, structured metadata, and forensic explanations for each spec- trogram

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

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Observation f6b066d0-33a0-4c46-ad6f-7a3deaa95916 · outbound

This paper cites an unresolved cited work.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

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Observation cb666d0f-f134-44d9-b369-a190c20d306c · outbound

This paper cites an unresolved cited work.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unresolved cited work

Reference 5

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Observation 44d3ccba-050d-4a65-b0ed-5f07c57e217a · outbound

This paper cites an unresolved cited work.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfd9ab5e-9c73-45a5-9d93-683207281348 · outbound

This paper cites region 11.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis region 11

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 9de834e1-f2f4-40e6-b377-8acd8c65c954 · outbound

This paper cites "); (T2=..., F2=..., P2=..., E2=.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis "); (T2=..., F2=..., P2=..., E2=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 934a52b0-7bf8-49c7-a139-afbc71a7083c · outbound

This paper cites Dataset We use the V ocV4 vocoder-based dataset [31] to generate ground truth (Sec.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Dataset We use the V ocV4 vocoder-based dataset [31] to generate ground truth (Sec

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2626e404-d87e-4c47-87ff-fd5fe5c8669e · outbound

This paper cites an unresolved cited work.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 22e50b23-61cd-472f-8088-d28f36a1e763 · outbound

This paper cites Au- dio deepfake detection: A survey,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Au- dio deepfake detection: A survey,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

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Observation bb13a78b-49c7-4da9-8862-523160273062 · outbound

This paper cites Audio deepfake detection: What has been achieved and what lies ahead,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Audio deepfake detection: What has been achieved and what lies ahead,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation dfbaac98-8cde-4a6f-999a-62a56f543462 · outbound

This paper cites Unmasking digital deceptions: An in- tegrative review of deepfake detection, multimedia forensics, and cybersecurity challenges,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unmasking digital deceptions: An in- tegrative review of deepfake detection, multimedia forensics, and cybersecurity challenges,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb7c874c-ce50-4ea6-8cd5-a832fe46c9b5 · outbound

This paper cites Towards relatable explainable ai with the perceptual process,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Towards relatable explainable ai with the perceptual process,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation f3ec1d2a-697c-4e2d-a4b5-2c6662443fde · outbound

This paper cites Anomaly detection and localization for speech deepfakes via fea- ture pyramid matching,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Anomaly detection and localization for speech deepfakes via fea- ture pyramid matching,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 8159b890-c908-48d6-bcb2-7aa701708e6a · outbound

This paper cites Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanations,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanations,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 116d69f4-b5b8-4e3a-8f44-c3715d5d4a28 · outbound

This paper cites ADD 2023: the Second Audio Deepfake Detection Challenge.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:19:22.855262Z

Source-reported events for the cited work

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Observation ff84e7cd-bce3-4930-b1ec-e64a30de8bcd · outbound

This paper cites Phoneme Discretized Saliency Maps for Explainable Detection of AI- Generated V oice,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Phoneme Discretized Saliency Maps for Explainable Detection of AI- Generated V oice,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3929fb68-3bfd-4e1b-9cef-e3ec1a83ee52 · outbound

This paper cites Explainable ai for forensic speech authentication within cognitive and computational neuroscience,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Explainable ai for forensic speech authentication within cognitive and computational neuroscience,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation e3183553-0535-46d3-8ac8-172cd204c839 · outbound

This paper cites Available: https://www.frontiersin.org/journals/ neuroscience/articles/10.3389/fnins.2025.1692122.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Available: https://www.frontiersin.org/journals/ neuroscience/articles/10.3389/fnins.2025.1692122

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-06-26T19:59:51.536837Z

Source-reported events for the cited work

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Observation ed5c8202-1467-458d-a615-ab926b47a0c5 · outbound

This paper cites One wave to explain them all: A unifying perspective on post-hoc explainability,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis One wave to explain them all: A unifying perspective on post-hoc explainability,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation ad53a9a7-7503-48cf-9c03-925a6e27c2b0 · outbound

This paper cites Audio explainable artificial intel- ligence: A review,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Audio explainable artificial intel- ligence: A review,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 37849c95-6ee9-46ed-aec4-3d18a755687b · outbound

This paper cites Towards faithful model explanation in nlp: A survey,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Towards faithful model explanation in nlp: A survey,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 877fbb73-ca0e-481e-ace3-2f4ebb250c4d · outbound

This paper cites Explainable artificial intelligence for deepfake detection: Pipeline, open source and comparisons,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Explainable artificial intelligence for deepfake detection: Pipeline, open source and comparisons,

Reference 24

Resolution: verified exact; doi, observed 2026-06-26T19:59:51.533440Z

Source-reported events for the cited work

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Observation 45e6d7fd-bfd8-49d4-8690-73cb62f9cd36 · outbound

This paper cites AI-synthesized voice de- tection using neural vocoder artifacts,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis AI-synthesized voice de- tection using neural vocoder artifacts,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 7b00da60-5ee7-44b2-b084-0bcf80924821 · outbound

This paper cites Explainable deepfake detection: A multi-model framework with human-interpretable rationales for legal investigation purposes,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Explainable deepfake detection: A multi-model framework with human-interpretable rationales for legal investigation purposes,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation bda64771-450d-43c1-8fa2-644755f97899 · outbound

This paper cites Media foren- sics considerations on deepfake detection with hand-crafted fea- tures,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Media foren- sics considerations on deepfake detection with hand-crafted fea- tures,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation cd2a4442-29f8-4cf9-a4da-f0726986e3a0 · outbound

This paper cites A data- driven diffusion-based approach for audio deepfake explanations,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis A data- driven diffusion-based approach for audio deepfake explanations,

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:19:22.850573Z

Source-reported events for the cited work

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Observation afd26148-1e38-4cf5-b3a5-f49cda1669db · outbound

This paper cites GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for Zero-shot Anomaly Detection.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for Zero-shot Anomaly Detection

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:19:22.847662Z

Source-reported events for the cited work

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Observation 82b6fa29-1e44-46f3-9435-930247aa19db · outbound

This paper cites Slic superpixels compared to state-of-the-art su- perpixel methods,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Slic superpixels compared to state-of-the-art su- perpixel methods,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation f02b09ff-b21a-44d8-af06-9a8d19cb4dd9 · outbound

This paper cites Segment anything,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Segment anything,

Reference 31

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Source-reported events for the cited work

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Observation b3af53f1-13fa-4def-ae82-edf30ce83efb · outbound

This paper cites Performance of the segment anything model in various rfi/events detection in radio astronomy,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Performance of the segment anything model in various rfi/events detection in radio astronomy,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation f2043dd5-850f-4753-96a0-59998ceb8e64 · outbound

This paper cites Interpretable all-type audio deepfake detection with audio llms via frequency-time reinforcement learning.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Interpretable all-type audio deepfake detection with audio llms via frequency-time reinforcement learning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:19:22.839298Z

Source-reported events for the cited work

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Observation 03fa00e1-67de-4860-9c5f-9f8d6c29bb0b · outbound

This paper cites verbose database queries correlate with null results.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis verbose database queries correlate with null results

Reference 34

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Observation 7f8ed489-7241-4e31-8e51-9546533fdda7 · outbound

This paper cites Uncertainty propagation on llm agent,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Uncertainty propagation on llm agent,

Reference 35

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Observation 0b7f843e-d3fe-43a9-af96-8db3b7a602a4 · outbound

This paper cites LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-07-04T02:19:22.858186Z

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Observation 3616da1e-7093-46e1-82eb-fb5165781d58 · outbound

This paper cites Understanding Catastrophic Forgetting in Language Models via Implicit Inference.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Understanding Catastrophic Forgetting in Language Models via Implicit Inference

Reference 37

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T02:19:22.855779Z

Source-reported events for the cited work

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Observation a7bed17b-89d2-4bb4-ab28-322b92c7e34a · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 38

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Observation 7b6226a1-006f-46ad-b9a3-b345c049ad21 · outbound

This paper cites Bridging the Training-Inference Gap in LLMs by Leveraging Self-Generated Tokens.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Bridging the Training-Inference Gap in LLMs by Leveraging Self-Generated Tokens

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:19:22.844896Z

Source-reported events for the cited work

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Observation 354d0ef1-190e-461c-ba69-0c52d22ace14 · outbound

This paper cites Cumulated gain-based evalua- tion of ir techniques,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Cumulated gain-based evalua- tion of ir techniques,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation 0de711b0-8607-43cc-ae1e-d9b8aa39facf · outbound

This paper cites Swift: a scalable lightweight infras- tructure for fine-tuning,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Swift: a scalable lightweight infras- tructure for fine-tuning,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation b96cd9a0-9aa9-4ace-8041-04d27bf8dd80 · outbound

This paper cites Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:19:22.836459Z

Source-reported events for the cited work

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Observation e3cf14d3-b629-4dbb-8187-a8cb6845db6a · outbound

This paper cites PASS (phonetic assessment of spoofed speech): To- wards a human-expert-based framework for spoofed speech detection,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis PASS (phonetic assessment of spoofed speech): To- wards a human-expert-based framework for spoofed speech detection,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation ee8d2566-20c5-4d9f-9ac1-4319134e78a5 · outbound

This paper cites Univnet: A neu- ral vocoder with multi-resolution spectrogram discriminators for high-fidelity waveform generation,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Univnet: A neu- ral vocoder with multi-resolution spectrogram discriminators for high-fidelity waveform generation,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation c7764857-97b5-4c89-9342-6eba592ac586 · outbound

This paper cites Upsampling arti- facts in neural audio synthesis,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Upsampling arti- facts in neural audio synthesis,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Observation d1236b43-09a2-4f2d-8e55-18444c847570 · outbound

This paper cites Av- ocodo: Generative adversarial network for artifact-free vocoder,.

GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Av- ocodo: Generative adversarial network for artifact-free vocoder,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-26T19:53:05.995620Z

Source-reported events for the cited work

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Pith citing papers

Observation 1132a1f7-9f66-48e6-b4e5-ea28b1f0adbb · inbound