Paper Citation Record · LEDGER

ML Mule: Mobile-Driven Context-Aware Collaborative Learning

As of 21 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2501.07536.

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

pith.paper-citation-record.v1
2501.07536 v2

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:45:09.550429Z

measured 49 of 49 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 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

49 of 49 outbound references displayed

verified exact1
verified fuzzy29
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1e36ef52-e4e6-4446-9a5a-048d5ca783ce · outbound

This paper cites The Insecurity of Home Digital Voice Assistants -- Amazon Alexa as a Case Study.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning The Insecurity of Home Digital Voice Assistants -- Amazon Alexa as a Case Study

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:45:09.799769Z

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 9cbe8684-1358-47df-8b4c-64ca51edc295 · outbound

This paper cites Cho et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Cho et al

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.490397Z

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 6d7463a3-c623-47dc-af5f-dc66bb1795c8 · outbound

This paper cites Huang et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Huang et al

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.473117Z

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 050c0d5c-d9d0-4aa3-87ab-6c72dc547c73 · outbound

This paper cites Federated Learning for Mobile Keyboard Prediction.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Federated Learning for Mobile Keyboard Prediction

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.298313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9b4fd7c-d8a8-4e2a-bc3e-aa647d061278 · outbound

This paper cites Hegedűs et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Hegedűs et al

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.456315Z

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 2f7f8e6a-8b3c-446d-88fb-964253c6113c · outbound

This paper cites Lee et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Lee et al

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.439091Z

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 af631f6b-bac9-4505-9c65-b00a7a9540b9 · outbound

This paper cites Medjiah et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Medjiah et al

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.422037Z

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 e895b95f-1e8c-41b5-8d3b-842388f835bd · outbound

This paper cites Krizhevsky et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Krizhevsky et al

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.404981Z

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 60c6fcc9-f468-4b83-9fde-669724badb56 · outbound

This paper cites Grauman et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Grauman et al

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.387799Z

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 0a12779b-0a56-447d-80c2-33d2125d3652 · outbound

This paper cites McMahan et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning McMahan et al

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.370402Z

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 4d5bff53-4d7f-4f84-8b7f-49840b7f7665 · outbound

This paper cites Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.340118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b8931fc-9cf7-471c-8814-dcd68d4d86c3 · outbound

This paper cites Yang et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Yang et al

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.351919Z

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 5bdf323f-fcdf-4a5f-adb1-388b7da51839 · outbound

This paper cites Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.351058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d5d8f9-603c-4144-b844-2f3e5ef6ce6a · outbound

This paper cites Personalized Federated Learning: A Meta-Learning Approach.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Personalized Federated Learning: A Meta-Learning Approach

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.356801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62802731-fd06-4ecf-9001-5597e211e2eb · outbound

This paper cites pFedES: Model Heterogeneous Personalized Federated Learning with Feature Extractor Sharing.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning pFedES: Model Heterogeneous Personalized Federated Learning with Feature Extractor Sharing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.362490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6ecc620-c589-4eaa-a940-b1b81e1be287 · outbound

This paper cites Federated Learning of a Mixture of Global and Local Models.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Federated Learning of a Mixture of Global and Local Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.368435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e8f752-aa3d-4680-b7d4-e650fc3a3e98 · outbound

This paper cites Fallah et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Fallah et al

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.333706Z

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 ea4b9cdf-00a6-4ba9-a050-c97833baf7a3 · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:10.316058Z

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 e3a2be36-487b-4249-a87c-fc606fd13e09 · outbound

This paper cites Kundu et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Kundu et al

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.298763Z

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 e72d7b70-f6e0-4843-8dd0-99b7eee27cc1 · outbound

This paper cites Wu et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Wu et al

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.279775Z

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 d9966f90-3eb1-4644-b922-cf21858c4f2c · outbound

This paper cites Yu et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Yu et al

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.260499Z

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 d92174d5-9523-451e-8f4f-20bd03947273 · outbound

This paper cites Messmer et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Messmer et al

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.243300Z

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 724fde84-13c4-463b-8082-9d948a1d1e49 · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:10.226005Z

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 3925c7ef-2507-4a1e-9b88-b77bb342c7f4 · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:10.207692Z

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 a2dc57d2-3204-49d7-8172-0ab9ff422ccf · outbound

This paper cites Wang et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Wang et al

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.189955Z

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 0fbf1c5a-1792-4407-95b3-fcf125424c05 · outbound

This paper cites Miranda et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Miranda et al

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.170663Z

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 656b00b6-e95d-4a28-9d63-dfc2220014e3 · outbound

This paper cites Yu et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Yu et al

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.151411Z

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 3aa6cf48-d68d-4f94-b25e-e0c2a903adfc · outbound

This paper cites Huang et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Huang et al

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.132684Z

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 2daff6de-d21d-4b15-a764-59dcd91f41fd · outbound

This paper cites Nascimento et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Nascimento et al

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.114456Z

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 843177a1-d600-45d8-af7b-d1fead6c8cfb · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:10.097075Z

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 b70e2471-9677-4bda-a7cd-50a6c4a6b0ca · outbound

This paper cites Liu et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Liu et al

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.080411Z

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 fd244955-18d5-4195-b7e3-7f85f52963cf · outbound

This paper cites Towards Modular Machine Learning Solution Development: Benefits and Trade-offs.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Towards Modular Machine Learning Solution Development: Benefits and Trade-offs

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.456348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97e06938-4255-44f2-8daf-db8766f25c4f · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:10.062172Z

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 32ea8702-8591-4b5b-8afa-81f6ff227d97 · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:10.044610Z

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 9e772cb0-d8b1-497c-9ac2-fe274225398c · outbound

This paper cites Omolaja et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Omolaja et al

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:10.027246Z

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 4d26560f-8e00-4947-8b78-9ad01d1b051f · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:10.009612Z

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 35d99f49-f9c4-40e3-8815-58f650edc689 · outbound

This paper cites Wu et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Wu et al

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:09.991014Z

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 c821c3cd-e0b7-4f4e-9933-6b43d8fdf411 · outbound

This paper cites Brdiczka.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Brdiczka

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:09.972624Z

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 96b07771-f653-45fe-9e0e-1798dfbaa955 · outbound

This paper cites King et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning King et al

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:09.955054Z

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 efdabfc6-579a-4dbc-a4ac-37323dae56dc · outbound

This paper cites McMahan et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning McMahan et al

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:09.936209Z

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 185ce267-a5da-4edd-8a88-1788eaac7226 · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:09.917556Z

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 ddba5a83-1224-4caa-86ee-e2aff93f28f8 · outbound

This paper cites an unresolved cited work.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:09.897711Z

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 ef56c331-1ced-4635-b954-b1577d974645 · outbound

This paper cites Federated Optimization in Heterogeneous Networks.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Federated Optimization in Heterogeneous Networks

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.516460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f462abd0-4502-4626-9ccc-86a7fed8d57e · outbound

This paper cites iDML: Incentivized Decentralized Machine Learning.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning iDML: Incentivized Decentralized Machine Learning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.522109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 414cfea4-2d5a-470f-9d9f-69482d7f45c0 · outbound

This paper cites d.] Foursquare.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning d.] Foursquare

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:09.877894Z

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 f9e2244e-7052-49f0-92de-a17802047fea · outbound

This paper cites Averaging Weights Leads to Wider Optima and Better Generalization.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Averaging Weights Leads to Wider Optima and Better Generalization

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-10T20:45:09.533733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5212cb9c-3509-4606-b732-62985c5f8307 · outbound

This paper cites Xia et al.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning Xia et al

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:09.857295Z

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 57cec2f7-e66d-48d3-95f0-406219671114 · outbound

This paper cites d.] Jetson orin nano.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning d.] Jetson orin nano

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:09.837621Z

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 7690e167-7375-4241-a29e-c0621109d371 · outbound

This paper cites d.] Raspberry pi 5.

ML Mule: Mobile-Driven Context-Aware Collaborative Learning d.] Raspberry pi 5

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:09.819055Z

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.

Pith citing papers

No inbound Pith citation observations are available.