Paper Citation Record · LEDGER

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification

As of 13 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2411.13903.

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

pith.paper-citation-record.v1
2411.13903 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T15:48:13.147797Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

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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

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Source: cited_works

Reference resolution

40 of 40 outbound references displayed

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verified fuzzy24
unresolved15
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External citation measurements

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Outbound references

Observation 5debb2e2-9369-486d-bcaa-0b3ad49d69d7 · outbound

This paper cites In the same way, cardiovascular diseases have caused more deaths, from 12.1 million in 1990 to 20.5 million in 2021.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification In the same way, cardiovascular diseases have caused more deaths, from 12.1 million in 1990 to 20.5 million in 2021

Reference 1

Resolution: malformed identifier; raw_fallback, observed 2026-08-12T15:48:13.927840Z

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Observation c9c7c83f-6a55-4d2d-8ebf-7f0ba2e76e3e · outbound

This paper cites This architectural design showcases improved efficacy in categorizing compressed electrocardiogram (ECG) data.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification This architectural design showcases improved efficacy in categorizing compressed electrocardiogram (ECG) data

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.911427Z

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Observation f24899ca-cb75-4ce9-9207-940d3703427c · outbound

This paper cites aSoftmax activation,.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification aSoftmax activation,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.894261Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 11038255-49c7-4d54-8614-fb7d8f27370f · outbound

This paper cites This performance was achieved with a model comprising only 280,000 trainable parameters and while analyzing ECG data sampled at a frequency of just 50Hz.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification This performance was achieved with a model comprising only 280,000 trainable parameters and while analyzing ECG data sampled at a frequency of just 50Hz

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.875667Z

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Observation 766c7d09-375a-4da6-9b57-01da28a14e83 · outbound

This paper cites Absolute Softmax Activation.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Absolute Softmax Activation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.855269Z

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Observation a043b852-52e8-4756-bcc7-6308a6ed668f · outbound

This paper cites The model achieved a micro -average AUC of 0.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification The model achieved a micro -average AUC of 0

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.836459Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d3936e00-923b-44e2-b99b-98e4edc1225b · outbound

This paper cites Jovic, N.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Jovic, N

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.597554Z

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Observation be5b80ea-fb21-48e9-9870-210dadfb716e · outbound

This paper cites Sahoo, B.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Sahoo, B

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.576870Z

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Observation 09c0ebac-8c8d-4712-87a9-95559f42e409 · outbound

This paper cites Jha, M.H.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Jha, M.H

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.558473Z

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Observation daec35a0-5777-41a5-a68e-4b8ddfacac8a · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.760891Z

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Observation 25a9b691-a9d8-4096-8d7e-1cb5126f7c5a · outbound

This paper cites This aspe ct of our model underscores its potential for applications where computational resources are limited.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification This aspe ct of our model underscores its potential for applications where computational resources are limited

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.744283Z

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Observation e1e25583-3fc2-433f-bf43-103d260e3e93 · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.726990Z

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Observation 329150c6-2516-49fb-b770-22b80fb56e4a · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.707177Z

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Observation d0d743d5-3aa4-4e16-ae6e-afc466fa7dff · outbound

This paper cites Maršánová, M.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Maršánová, M

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.689259Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b1224ef8-8d34-4600-9585-396fa2de4b64 · outbound

This paper cites Ebrahimi, M.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Ebrahimi, M

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.671880Z

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Observation 789bd417-7700-4b2f-bd26-0316f0790541 · outbound

This paper cites Siontis, P.A.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Siontis, P.A

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.652303Z

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Observation 44eb496b-745d-42ef-b5e7-65d5dbd128a5 · outbound

This paper cites Qibin, Z.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Qibin, Z

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.632980Z

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Observation 38dc9002-5dae-4b5e-b4b2-e3b5e5e25590 · outbound

This paper cites Tadejko, W.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Tadejko, W

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.615795Z

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Observation ede1f40b-8def-4348-9902-19417674f03a · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.386015Z

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Observation 2eac4ed6-3f86-458a-8cff-3e20b454ba6a · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.816814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3bffb7a3-2ace-4ae9-bd24-128ca6518186 · outbound

This paper cites Searching for Activation Functions.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Searching for Activation Functions

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T15:48:13.110729Z

Source-reported events for the cited work

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Observation f7205c9f-0f0d-4aa3-af3e-97eaf60d8583 · outbound

This paper cites Bhattacharyya, S.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Bhattacharyya, S

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.540213Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 483209ac-bf97-4d99-a3af-20637585b228 · outbound

This paper cites Gupta, M.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Gupta, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.523550Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation af5bb33a-bc3d-4b41-9464-6d4e4b9297d4 · outbound

This paper cites Huang, B.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Huang, B

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.506609Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 64343d11-79b7-41de-aaf0-f4b8cd07d071 · outbound

This paper cites Singh, S.K.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Singh, S.K

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.488107Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ebf80a31-5a61-4f50-a786-c70fdbb9561a · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.799087Z

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Observation 06da21d8-21e3-416c-9cd9-0c05d78068bd · outbound

This paper cites Yildirim, U.B.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Yildirim, U.B

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.470548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8992dff9-639b-4560-ad91-19d495e303f5 · outbound

This paper cites Additionally, our model excelled in terms of storage requirements.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Additionally, our model excelled in terms of storage requirements

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.779226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2f66c435-a6a2-46b6-bd02-e0a32a362b62 · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.451960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4ab2aad2-4872-439b-a178-057fe6e44e1a · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.435583Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 528ec1b7-46d0-470d-bdde-8ad46c95efc3 · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.419342Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6e1e61f8-4b40-48e3-9da8-e501780b09e1 · outbound

This paper cites Ahmad, A.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Ahmad, A

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.402468Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 42fb0fd8-13fd-407e-8282-657309183e53 · outbound

This paper cites Zhang, S.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Zhang, S

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.369797Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 953008d0-1634-48f2-8968-558b3d06f58c · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.351366Z

Source-reported events for the cited work

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Observation a0a3b8f1-5e13-4953-813b-247e60fa10f7 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Adam: A Method for Stochastic Optimization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T15:48:13.122187Z

Source-reported events for the cited work

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Observation 75107fea-2cc5-43c1-a451-1c4852cce15b · outbound

This paper cites An overview of gradient descent optimization algorithms.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification An overview of gradient descent optimization algorithms

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T15:48:13.127648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec09fe3d-88e5-474a-b995-e30a7e3835fb · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.335018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 650e6bbb-25d2-44cd-a646-c1058574c1d8 · outbound

This paper cites Zhu, et al., Identification of 27 cardiac abnormalities from multi -lead ECG signals: An ensembled Se -ResNet framework with Sign Loss function, 2020.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Zhu, et al., Identification of 27 cardiac abnormalities from multi -lead ECG signals: An ensembled Se -ResNet framework with Sign Loss function, 2020

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.315733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c0fdabfc-f49d-4c7d-a778-f2c56bfb4683 · outbound

This paper cites an unresolved cited work.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:48:13.292046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bd05ffdf-9a40-4244-aeca-25136742dab6 · outbound

This paper cites Ismail Fawaz, et al., InceptionTime: Finding AlexNet for time series classification, Data Mining and Knowledge Discovery, 34 (2019) 1936 - 1962.

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification Ismail Fawaz, et al., InceptionTime: Finding AlexNet for time series classification, Data Mining and Knowledge Discovery, 34 (2019) 1936 - 1962

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:48:13.273388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.