Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:11:32.331780Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2506.11049.
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 2026-08-07T15:11:32.331780Z
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
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 73ac67ad-8aac-4952-8970-df7b1265a8ed · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
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 3c53d17c-5ba1-4fb1-8210-11961758a0be · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Zaman, M
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 665e2ff2-4e29-4042-821d-f4ed74121ea2 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
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 69b276da-f3e9-41ed-8bb2-72ca67b41ee7 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Berg, *UA V Classification* [Computer software], Available: https: //github.com/AndrewPBerg/UA VClassification
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 1d65ea73-1954-40b2-8339-be86c9e74a6a · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Berg, Weights & Biases Project Logs [Online] Available: https:// wandb.ai/andberg9-self/projects
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 36320402-e147-47a8-b937-62abbc761fe4 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning PyTorch: An Imperative Style, High-Performance Deep Learning Library
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2ef6de0-085d-4478-ac57-e8122b0dac8f · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning [Online]
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 38698d65-e576-466b-a334-b09c53d4abe6 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Available: https://huggingface.co/docs/transformers/en/index
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 b04afb35-a80c-46f2-b047-6b85201f3f51 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Available: https: //huggingface.co/docs/peft/en/index
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 5ab76e26-690a-4e97-9898-85482d6d6079 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Avail- able: https://lightning.ai/docs/pytorch/stable/
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 4b6bcb69-db65-4484-b134-dd4430b814ce · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Weights & Biases Documentation, 2025 [Online]
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 08b9291e-6c1a-44ae-82a8-3b8d3a9c2331 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Docker Documentation, 2025 [Online]
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 3bfe4a76-b24c-45ce-b0bf-932081e6e4e4 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning [Online]
Reference 13
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 0b599acb-d815-4f85-81d5-2c0b764dcabf · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning [Online]
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 8dfad9b0-42b3-4dc2-a28e-6097ceb12241 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning [Online]
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 b7dc58e7-3135-400c-8167-8f7777322f7e · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning [Online]
Reference 16
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 2019d36e-26f8-4874-bd09-e13ff8e3da20 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning [Online]
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 59bcd2ab-aff4-4348-bed8-ce53cfa2d562 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning [Online]
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 6380e5e7-e267-45c9-b19a-ea7d83e1b4c7 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning [Online]
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 3e5bf2c5-9bf9-49c3-b034-594e30cf6b8e · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
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 6d8cb0b7-c4be-435a-b1ec-022559dde24a · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Spectral and Rhythm Features for Audio Classification with Deep Convolutional Neural Networks
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 e55c7773-ac88-4b77-a2a9-9e24262026e6 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17dd0014-5c09-43f1-8da2-fdc57def08f2 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning K ¨ummritz, ”The sound of surveillance: Enhancing machine learning- driven drone detection with advanced acoustic augmentation,” *Drones*, vol
Reference 23
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 ce5d1cf1-8502-48cd-97b2-1bf56b0053e7 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
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 4a8fd075-57cb-42f9-9fe7-d3e62dc160ea · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
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 5d3b5fd9-2f53-40fb-9ee8-2ea26aeb203c · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Cross-Entropy Loss Functions: Theoretical Analysis and Applications
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5755cf1-c53e-4b75-b7cb-fd4df25b4926 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Adam: A Method for Stochastic Optimization
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbd8d9ff-4a84-44f2-9a77-d21c68a8e9f2 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Decoupled Weight Decay Regularization
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19d21acc-d8df-4775-bd28-51742fbb8140 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Understanding intermediate layers using linear classifier probes
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec5dffbf-b22d-4ac4-a8d9-05827326293d · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Controlling Text-to-Image Diffusion by Orthogonal Finetuning
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fd94bda-3dc6-41a6-8efe-f443d0c10139 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1926b55e-9936-44c8-ae77-d66cd0869197 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76be3050-5c8d-4d45-9346-375ad68e605a · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
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 e6dbd324-2154-495d-8a5f-e29076fdcf7b · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Training BatchNorm and Only BatchNorm: On the Expressive Power of Random Features in CNNs
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba4b7444-69cb-4830-b93b-ef560406aadb · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Rethinking CNN Models for Audio Classification
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b9c80ef-eee0-4785-8783-162fa92a9b07 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning AST: Audio Spectrogram Transformer
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a2d59a5-5a3c-4485-9e59-fca031e5f83e · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning ImageNet Large Scale Visual Recognition Challenge
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00fb7b92-0b8a-460b-8e02-699a0aad4a49 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e02288a1-9e93-413d-84bd-46844286d28a · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Deep Residual Learning for Image Recognition
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7df23017-94ce-4a33-8ebd-480b06a75e14 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Available: https://pytorch.org/vision/main/models/resnet.html
Reference 41
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 19147893-5245-47fe-a705-90a642a9a61d · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3b91a24-7c80-4333-80a8-f0c779975e3e · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Searching for MobileNetV3
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 249d4555-e0ec-40b0-869c-007e1a4f6a20 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Available: https://pytorch.org/vision/main/models/mobilenetv3
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 4b686d94-fd38-48b4-907c-8b3d10fc21ee · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Available: https://pytorch.org/vision/main/models/efficientnet.html
Reference 46
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 36c61954-bb73-482f-af9a-9be5e62d26da · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Advance and Refinement: The Evolution of UAV Detection and Classification Technologies
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 90f99af8-d574-4e45-a207-6520ff6f992a · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning UAV (Unmanned Aerial Vehicles): Diverse Applications of UAV Datasets in Segmentation, Classification, Detection, and Tracking
Reference 48
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 aab46512-2e68-40ea-864c-85365a198a3f · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 948b1485-ac05-4321-a118-69cfe5010621 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
Reference 50
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 fd405fdd-f516-4fe1-815b-24588f4c74bb · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
Reference 51
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 aefd748f-8d3b-4dc9-a9a7-e0abe26f562a · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a13a61f-0d34-46d7-b6b8-198a3c1e1792 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d404314f-ec84-453d-b0fd-d5e276eb1684 · outbound
15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning Unresolved cited work
Reference 2025
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.