Paper Citation Record · LEDGER

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series

As of 8 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2506.05912.

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

pith.paper-citation-record.v1
2506.05912 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:15.481507Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

13 of 13 outbound references displayed

verified exact0
verified fuzzy13
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64502f14-ba8e-4a72-aed1-0a502233beab · outbound

This paper cites Petralia, P.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Petralia, P

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.693536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8cb036fe-581d-4c64-85be-03adcfbe27bc · outbound

This paper cites Appliance detection using very low-frequency smart meter time series,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Appliance detection using very low-frequency smart meter time series,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.677800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 680f2afe-2c56-4864-a100-8d9eae0b0fe3 · outbound

This paper cites A review of current methods and challenges of advanced deep learning-based non-intrusive load monitoring (nilm) in residential context,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series A review of current methods and challenges of advanced deep learning-based non-intrusive load monitoring (nilm) in residential context,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.662006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 022b3d6e-1760-4547-b44d-8d00255bd6fa · outbound

This paper cites Electricity demand ac- tivation extraction: From known to unknown signatures, using similarity search,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Electricity demand ac- tivation extraction: From known to unknown signatures, using similarity search,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.647033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 381e8381-11c0-4e98-87bd-24174211e0b3 · outbound

This paper cites Adf & transapp: A transformer-based framework for appliance detection using smart meter consumption series,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Adf & transapp: A transformer-based framework for appliance detection using smart meter consumption series,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.632767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dcaa6e15-5790-4840-bab8-f51004315dfd · outbound

This paper cites Bake off redux: a review and experimental evaluation of recent time series classification algo- rithms,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Bake off redux: a review and experimental evaluation of recent time series classification algo- rithms,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.618530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5a162aa-9d4c-42ce-b9b4-165c30b94935 · outbound

This paper cites Time series classification from scratch with deep neural networks: A strong baseline,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Time series classification from scratch with deep neural networks: A strong baseline,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.604715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8591d0de-8604-4e40-85be-8152bc8c37c3 · outbound

This paper cites Dcam: Dimension- wise class activation map for explaining multivariate data series classi- fication,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Dcam: Dimension- wise class activation map for explaining multivariate data series classi- fication,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.590264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f22916d0-230c-4985-ad57-d4288646a042 · outbound

This paper cites Learning deep features for discriminative localization,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Learning deep features for discriminative localization,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.574479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0a29ab8d-9537-4ab1-ade6-73ea4d809ff0 · outbound

This paper cites Grad-cam: Visual explanations from deep networks via gradient-based localization,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series Grad-cam: Visual explanations from deep networks via gradient-based localization,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.560332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4e2d60ab-28da-4077-9998-6897c48cb23f · outbound

This paper cites The uk-dale dataset, domestic appliance- level electricity demand and whole-house demand from five uk homes,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series The uk-dale dataset, domestic appliance- level electricity demand and whole-house demand from five uk homes,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.546218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a0a545b6-293c-4de5-bea3-f95e7c2e155f · outbound

This paper cites REFIT Smart Home dataset,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series REFIT Smart Home dataset,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.532172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 57735e41-8688-455a-9770-0185e18e5bda · outbound

This paper cites The ideal household energy dataset, electricity, gas, contextual sensor data and survey data for 255 uk homes,.

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series The ideal household energy dataset, electricity, gas, contextual sensor data and survey data for 255 uk homes,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:15.517831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.