Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T01:09:15.119522Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2507.00015.
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 2026-08-07T01:09:15.119522Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation cc805d84-1589-4ced-a87b-1709f32dd40c · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Integrating sensing and communications for ubiquitous iot: Applications, trends, and challenges,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b1972304-c515-4773-98ed-bc97e4ac375a · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Machine learning-based 5g ran slicing for broadcasting ser- 12 Fig. 18: FNR of our proposed AiTViT method for a range of percentage of training samples. vices,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6554e6b3-ec0f-4564-8f5b-1a3aaf2134b9 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Device-free wireless sensing for human detection: the deep learning perspective,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cb82684c-5cb8-427f-a04f-6dbe7f596401 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Energy-efficient data collection and device positioning in uav- assisted iot,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e58380d4-796a-4cad-b6bf-70695029f734 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Automatic modulation classification via meta-learning,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b0e41b88-4bc5-47de-a18d-61ff652587e2 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Gs-qrnn: A high- efficiency automatic modulation classifier for cognitive radio iot,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ef12726c-0c35-4c2c-b5ff-39e0dda789fc · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Ul- tralight convolutional neural network for automatic modulation classification in internet of unmanned aerial vehicles,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 48a8c10b-42de-4778-9898-61068496565d · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Edge- enabled modulation classification in internet of underwater things based on network pruning and ensemble learning,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 54d8d891-14b5-4f3c-a653-bba27c95bf98 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Ac- curacy analysis of feature-based automatic modulation classifi- cation with blind modulation detection,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cfcbc15e-4e96-497a-b010-834b4e138b1d · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Automatic mod- ulation classification using moments and likelihood maximiza- tion,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 420f0d07-4b94-4303-8beb-cfe934e84a2a · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Amc-iot: Automatic modulation classification using efficient convolutional neural networks for low powered iot devices,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0a00cafb-45fe-4bc2-a31a-97344ecfee05 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Over-the-air deep learning based radio signal classification,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5022ea34-5b44-4be0-81cf-8bd179815884 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications High-Capacity Complex Convolutional Neural Networks For I/Q Modulation Classification
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49a2ad60-2ce6-4aa8-b9a6-dc990d4f9c8b · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Sequential convolutional recurrent neural networks for fast automatic mod- ulation classification,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0af4bb6f-2574-4e1c-bf3b-d6258f96f302 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Meta-learning guided label noise distillation for robust signal modulation classifica- tion,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bd049a02-ab9d-4e5a-9bfd-e1c0e4a3536e · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Fast Deep Learning for Automatic Modulation Classification
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 983fa9b4-5f2b-4be1-ba70-fff86c3d4e34 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Multi- signal modulation classification using sliding window detection and complex convolutional network in frequency domain,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4dbb9598-736b-4a67-9a97-62a530d712bb · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications A lightweight decentralized learning- based automatic modulation classification method for resource- constrained edge devices,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5b2a7193-9008-4aec-97b7-cc84963cef81 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Smtc-cl: Continuous learning via selective multi-task coordi- nation for adaptive signal classification,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7f917cd5-16da-42ec-a38b-1f3ffc1c6eb4 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Automatic modulation classification using graph convolutional neural networks for time-frequency representa- tion,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 296d1ca7-f1a9-4224-b714-a81176b90460 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Automatic modulation classification based on decentralized learning and ensemble learning,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 048fb44c-6a9c-46b2-a1cf-b1e528b9ab72 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c20fc112-cb4b-4678-8f3c-a0ff70652308 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Pyramid vision transformer: A versatile backbone for dense prediction without convolutions,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83c1a974-a15a-4ce2-8c1e-9f2391cc50ed · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Levit: a vision transformer in convnet’s clothing for faster inference,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0a685350-9b2a-4b4a-99d2-8bbcf7abc155 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Mcformer: A transformer based deep neural network for automatic modulation classification,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 484825af-78ef-458f-8d3d-c89354c5a32c · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Adversarial attacks and defenses in images, graphs and text: A review,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ad07f7f3-93f4-481f-ac97-1129288d0df8 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Contextual adversarial attacks for object detection,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3cfe52c0-923c-40f3-a642-30bc1935ae9f · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Textattack: A framework for adversarial attacks in natural language process- ing,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 428147da-fd30-49f5-9361-7460cf8226d9 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Adversarial attacks on face recognition systems,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 93f31548-166a-4375-9c60-bcbd37d35192 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Adversarial attacks against win- dows pe malware detection: A survey of the state-of-the-art,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 25fb3963-fb36-407e-a1ce-398ed5e63b5d · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Adversarial attacks on deep- learning based radio signal classification,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e559c00f-35c2-42fb-b83a-8727e992352b · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Countermeasures against adversarial examples in radio signal classification,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b8debb68-4ae2-4116-a5b5-55fb7962542e · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications A deep ensemble- based wireless receiver architecture for mitigating adversarial attacks in automatic modulation classification,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 84ef4c30-bc0f-46f2-a10e-b02ea9492bb3 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Mixture gan for modulation classification resiliency against adversarial attacks,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2ca01528-0dfe-4c2c-9c1f-56c9e542c0f9 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications A hybrid training-time and run-time defense against adversarial attacks in modulation classification,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0130d0e2-24e0-4269-a558-d4870306cf84 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Safeamc: Adversar- ial training for robust modulation classification models,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 085d5327-bbca-4ef3-a16f-8c9d5c718bdf · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Efficient adversarial defense without adversarial training: A batch normalization approach,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9d3e776b-d6a1-4203-8872-1d25a7ece7ce · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications ℓ ∞-robustness and beyond: Unleashing efficient adversarial training,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fe38775c-bc19-4209-9b15-d6fd5eaf3dc6 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Attention-based adversarial robust distillation in radio signal classifications for low-power iot devices,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e2638a91-f141-48d2-bac6-cfbbb5f3744d · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Adversarial learning in transformer based neural network in radio signal classifi- cation,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3ba92546-c879-455d-9639-76bf47d3c14a · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations?
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a879651-ea23-4f57-b209-1d8c2728c4be · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Towards deep learning models resistant to adversarial attacks,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5bd4a80-d6bb-4cff-8473-28ccfc4a4a49 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Wild patterns: Ten years after the rise of adversarial machine learning,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 88573395-47b6-439b-bbe1-4b8c45dd0cb9 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Investigation of deep learning architectures and features for adversarial machine learning attacks in modulation classi- fications,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 223c4a3e-f365-4e75-9511-0ff88e65899a · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Radio Machine Learning Dataset Generation with GNU Radio,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b5b391ac-8815-4916-b792-097cbfafd66b · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Adversarial examples in the physical world,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9af18386-3f0d-4f42-81c1-17e906813abb · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Automatic modulation classification: Cauchy-score-function-based cyclic correlation spectrum and fc-mlp under mixed noise and fading channels,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8b5817dd-1d83-4eb4-b863-74cbf63b9ed0 · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications degree in mathematics from Guangxi University, Guangxi, China, in 1985, the M.S
Reference 1963
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 911c88fc-ceee-4c9e-bc38-8f0d125999af · outbound
Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications Unresolved cited work
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.