Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-26T19:53:05.995620Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-26T19:53:05.995620Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-26T19:53:05.995620Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T02:19:22.859536Z
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1132a1f7-9f66-48e6-b4e5-ea28b1f0adbb · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8ab56229-5fc4-4acc-86e3-725c0f72ebdd · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c95b280-da47-4d3a-a586-5673ced21244 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6b066d0-33a0-4c46-ad6f-7a3deaa95916 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb666d0f-f134-44d9-b369-a190c20d306c · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44d3ccba-050d-4a65-b0ed-5f07c57e217a · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfd9ab5e-9c73-45a5-9d93-683207281348 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis region 11
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9de834e1-f2f4-40e6-b377-8acd8c65c954 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis "); (T2=..., F2=..., P2=..., E2=
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 934a52b0-7bf8-49c7-a139-afbc71a7083c · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2626e404-d87e-4c47-87ff-fd5fe5c8669e · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22e50b23-61cd-472f-8088-d28f36a1e763 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Au- dio deepfake detection: A survey,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb13a78b-49c7-4da9-8862-523160273062 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Audio deepfake detection: What has been achieved and what lies ahead,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfbaac98-8cde-4a6f-999a-62a56f543462 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb7c874c-ce50-4ea6-8cd5-a832fe46c9b5 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Towards relatable explainable ai with the perceptual process,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3ec1d2a-697c-4e2d-a4b5-2c6662443fde · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Anomaly detection and localization for speech deepfakes via fea- ture pyramid matching,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8159b890-c908-48d6-bcb2-7aa701708e6a · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanations,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 116d69f4-b5b8-4e3a-8f44-c3715d5d4a28 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis ADD 2023: the Second Audio Deepfake Detection Challenge
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ff84e7cd-bce3-4930-b1ec-e64a30de8bcd · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Phoneme Discretized Saliency Maps for Explainable Detection of AI- Generated V oice,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3929fb68-3bfd-4e1b-9cef-e3ec1a83ee52 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Explainable ai for forensic speech authentication within cognitive and computational neuroscience,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3183553-0535-46d3-8ac8-172cd204c839 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Available: https://www.frontiersin.org/journals/ neuroscience/articles/10.3389/fnins.2025.1692122
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ed5c8202-1467-458d-a615-ab926b47a0c5 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis One wave to explain them all: A unifying perspective on post-hoc explainability,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad53a9a7-7503-48cf-9c03-925a6e27c2b0 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Audio explainable artificial intel- ligence: A review,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37849c95-6ee9-46ed-aec4-3d18a755687b · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Towards faithful model explanation in nlp: A survey,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 877fbb73-ca0e-481e-ace3-2f4ebb250c4d · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Explainable artificial intelligence for deepfake detection: Pipeline, open source and comparisons,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 45e6d7fd-bfd8-49d4-8690-73cb62f9cd36 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis AI-synthesized voice de- tection using neural vocoder artifacts,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b00da60-5ee7-44b2-b084-0bcf80924821 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bda64771-450d-43c1-8fa2-644755f97899 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Media foren- sics considerations on deepfake detection with hand-crafted fea- tures,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd2a4442-29f8-4cf9-a4da-f0726986e3a0 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis A data- driven diffusion-based approach for audio deepfake explanations,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation afd26148-1e38-4cf5-b3a5-f49cda1669db · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 82b6fa29-1e44-46f3-9435-930247aa19db · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Slic superpixels compared to state-of-the-art su- perpixel methods,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f02b09ff-b21a-44d8-af06-9a8d19cb4dd9 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Segment anything,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3af53f1-13fa-4def-ae82-edf30ce83efb · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2043dd5-850f-4753-96a0-59998ceb8e64 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 03fa00e1-67de-4860-9c5f-9f8d6c29bb0b · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis verbose database queries correlate with null results
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7f8ed489-7241-4e31-8e51-9546533fdda7 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Uncertainty propagation on llm agent,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b7f843e-d3fe-43a9-af96-8db3b7a602a4 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3616da1e-7093-46e1-82eb-fb5165781d58 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Understanding Catastrophic Forgetting in Language Models via Implicit Inference
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a7bed17b-89d2-4bb4-ab28-322b92c7e34a · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7b6226a1-006f-46ad-b9a3-b345c049ad21 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Bridging the Training-Inference Gap in LLMs by Leveraging Self-Generated Tokens
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 354d0ef1-190e-461c-ba69-0c52d22ace14 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Cumulated gain-based evalua- tion of ir techniques,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0de711b0-8607-43cc-ae1e-d9b8aa39facf · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Swift: a scalable lightweight infras- tructure for fine-tuning,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b96cd9a0-9aa9-4ace-8041-04d27bf8dd80 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e3cf14d3-b629-4dbb-8187-a8cb6845db6a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee8d2566-20c5-4d9f-9ac1-4319134e78a5 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7764857-97b5-4c89-9342-6eba592ac586 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Upsampling arti- facts in neural audio synthesis,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1236b43-09a2-4f2d-8e55-18444c847570 · outbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis Av- ocodo: Generative adversarial network for artifact-free vocoder,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1132a1f7-9f66-48e6-b4e5-ea28b1f0adbb · inbound
GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.