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Paper Citation Record · LEDGER

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification

As of 19 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2507.21749.

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

pith.paper-citation-record.v1
2507.21749 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:28:46.227120Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

52 of 52 outbound references displayed

  • verified exact14
  • verified fuzzy4
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8c237d34-2c2b-430c-9352-4e16e8192f67 · outbound

This paper cites write newline.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification write newline

Reference 1

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Source-reported events for the cited work

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Observation 33aee6b8-8e6b-4400-b6b6-22e6471db029 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 2

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Observation ff81004d-ab37-41c5-96c1-eccc5122a247 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 3

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Observation d21e8900-c8ca-4191-90b4-0836ffe7a5d1 · outbound

This paper cites W., & Zhao, S.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification W., & Zhao, S

Reference 4

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Observation 80e20034-e54a-4fd9-845f-df9ff895e08f · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 5

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation b3d1a246-8676-4bb8-9032-794703431293 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 6

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Observation d9d03219-edf8-45d0-9d20-bd426c6306ef · outbound

This paper cites P., Selman, B., & Weinberger, K.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification P., Selman, B., & Weinberger, K

Reference 7

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Observation b31d7304-46b0-436a-a7e8-4f5936597bc9 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 8

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:39.901963Z digest=sha256:bac53212ebb3ec99da0b32ce13501b1fcf863cbdd96d690c05da4e9f85aac474

Observation c5f779a5-1fe9-4514-bef3-84471bf33265 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation b1b7fbb5-ca72-4caf-9cd3-0da6bfc60d67 · outbound

This paper cites MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems

Reference 10

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Observation d6401580-dc6c-4be7-b747-f89a33171cb3 · outbound

This paper cites Z., & Hong, M.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Z., & Hong, M

Reference 11

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation b1e02308-aae0-4624-8f9c-3e3e2427f01d · outbound

This paper cites cuDNN: Efficient Primitives for Deep Learning.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification cuDNN: Efficient Primitives for Deep Learning

Reference 12

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Observation 2a0b3dac-844a-4bc6-9c5c-67ff423d01e2 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 13

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Observation 769897b3-697e-4d95-963b-41d86384f150 · outbound

This paper cites The State of Sparsity in Deep Neural Networks.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification The State of Sparsity in Deep Neural Networks

Reference 14

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Observation 7b31378f-7034-48d3-b063-0ed4facdf7a7 · outbound

This paper cites On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent

Reference 15

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Observation 2f091660-f2ac-4a8b-a30f-ba99e1e804c2 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 14767382-864f-42f0-9471-d04018ee12b5 · outbound

This paper cites Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding

Reference 17

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Observation e28b247c-34d4-44c4-8f23-bab80a9d5303 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 18

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation f6664b0b-c659-4c58-bf99-203e1150bce3 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Adam: A Method for Stochastic Optimization

Reference 19

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This paper cites & Hinton, G.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification & Hinton, G

Reference 20

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation f9131fb7-64be-47c7-acb7-acf1a677c1a5 · outbound

This paper cites E., Likas, A., & Fotiadis, D.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification E., Likas, A., & Fotiadis, D

Reference 21

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This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 22

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 23

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 926ac6df-e01e-4e7d-8c01-8a97c2865fe5 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 24

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Observation baa989bd-c063-468f-b6ad-8b9df202b558 · outbound

This paper cites An Exponential Learning Rate Schedule for Deep Learning.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification An Exponential Learning Rate Schedule for Deep Learning

Reference 25

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Observation 370475d6-012a-445a-910e-29e11c94f7c9 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 26

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 8bfb9b5c-8020-4775-8f57-d0e433904533 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 27

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Observation 0021d8b9-7cd3-41f2-8698-9f786d74a545 · outbound

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Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification D., Vrahatis, M

Reference 28

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Observation 0709dafb-e8f4-4538-a3b7-654533c215f0 · outbound

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Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Mixed Precision Training

Reference 29

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Observation 67210080-b291-484a-befa-a970a6244d99 · outbound

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Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 30

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 793fc15f-49ec-4332-98da-3b470bbcc16b · outbound

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Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification V., Bartakke, P

Reference 31

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Observation c57d56aa-9d5a-48c3-a7a6-97ec567534d4 · outbound

This paper cites The exploding gradient problem demystified - definition, prevalence, impact, origin, tradeoffs, and solutions.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification The exploding gradient problem demystified - definition, prevalence, impact, origin, tradeoffs, and solutions

Reference 32

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation f5047d22-f96b-4c6d-a15f-bb0be02a6b65 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 33

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Observation 410eefc3-b8f6-48d3-9a1d-114e490adf38 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 34

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 24e7ca4f-dc09-4edb-8605-cfcd9046e43b · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 35

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Observation 804b7d90-0a41-4e72-b981-6f6d8bb11494 · outbound

This paper cites A disciplined approach to neural network hyper-parameters: Part 1 -- learning rate, batch size, momentum, and weight decay.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification A disciplined approach to neural network hyper-parameters: Part 1 -- learning rate, batch size, momentum, and weight decay

Reference 36

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Observation 07c1945a-6984-46c4-870e-1b168f451b18 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 37

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 5d352ac1-ec48-4664-bedf-e3115a139b9a · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 38

Resolution
verified exact
doi, observed 2026-08-06T12:28:47.265863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:44.505864Z digest=sha256:1bdaf124095bf9989e6a9c568a5fea2b8b6956a23877f0fc7fb95fb9f1e92ff8

Observation 465dcfad-a65e-43ba-a745-0c023fc392a1 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:28:51.477406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation b9880e52-8f8d-4b9e-9bd6-8dc7d2c35890 · outbound

This paper cites & Ghosh, P.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification & Ghosh, P

Reference 40

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T12:28:49.664536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:44.853937Z digest=sha256:d7218462a65523e30a90c4a4be6d17031d9c3a16366c119eadf8a2bc2095ca35

Observation cd08b379-e118-4655-8aab-3180b5ba94c5 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:28:51.241253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.007011Z digest=sha256:05408b569287400b537abc1a83a3914b757d406d9f8642f825b90d6a36725ede

Observation 6445ff64-215e-499a-8191-4de8b6291c47 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 42

Resolution
verified exact
doi, observed 2026-08-06T12:28:47.054533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.163586Z digest=sha256:45ef632c0848246e24ae12d88059bccad8f6c59fadbdc2af86666dbc8a5e3e1b

Observation 78c6d5e9-6208-4bbd-965d-5b9e85777e69 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 43

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T12:28:49.352854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.251441Z digest=sha256:df3dedf84b1cf1ed67d523cae2ab28c39fd3be05fab49389d1e8317364987421

Observation 619570bf-708e-4bb0-a77d-a2ac55f27f4b · outbound

This paper cites Large Batch Training of Convolutional Networks.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Large Batch Training of Convolutional Networks

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T12:28:45.397940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:28:45.397940Z digest=sha256:08a7d9ca1d77b3ac03cd81a0f76bb3ad66ab5fd8b3185212de49f75fd80a8b1a

Observation 67eb4e81-08e4-45c2-ad53-a22036ceabf1 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:28:50.988917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.488164Z digest=sha256:68d2c49651d883c7c6c3384baa98fd22155f3515e8e423f0fa128921db0cb876

Observation b1702588-0fdc-4176-a563-793878876f26 · outbound

This paper cites Hyper-Parameter Optimization: A Review of Algorithms and Applications.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Hyper-Parameter Optimization: A Review of Algorithms and Applications

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T12:28:45.617655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:28:45.617655Z digest=sha256:a15cd6523e62436e01c5649ea50db9fb118c0f2bf9f52957b90df87f4f0aa7a1

Observation af7656ea-e0f8-4ce6-b6bb-97915392e9db · outbound

This paper cites & Sennrich, R.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification & Sennrich, R

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:28:50.743153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.705855Z digest=sha256:bafaccb48a0025b9e8c89de8dde20de6995d74c319558dc601552ae99c6f5c69

Observation c6194ed8-0eee-45b2-a012-803fe122cbb0 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 48

Resolution
verified exact
doi, observed 2026-08-06T12:28:46.852692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.791429Z digest=sha256:f2d9708a21a514c993c7aaa1418c7ce6adbf9ad720c8789fc5e0e29826d30a29

Observation 70bcaaeb-579c-439c-bc47-7717ff6d6070 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T12:28:45.916488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:28:45.916488Z digest=sha256:79a6b28b9eae7995cf2c1f05d55ad5eb14003787974789e1536d0063e6fb3fb0

Observation e9f17eb2-814c-4dbc-8ad9-72af2a55c7b5 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 50

Resolution
verified exact
doi, observed 2026-08-06T12:28:46.648037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:46.018754Z digest=sha256:863f8bdf00decccc1e5aeb8920561731f24e1d02bddc69d8f0a41d3cc166ed02

Observation 9c75f94a-2c4c-4d0c-9bba-c37720010b31 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T12:28:46.123993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:28:46.123993Z digest=sha256:a9d41fac4245e1cc72ca21b766e9fc9f892226cd739598fbd936f665febebd93

Observation 32d4db16-846b-4a97-8544-e5261a92dfc7 · outbound

This paper cites an unresolved cited work.

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification Unresolved cited work

Reference 52

Resolution
verified exact
doi, observed 2026-08-06T12:28:46.437408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T12:28:46.227120Z digest=sha256:8cc0e9310332ff27271309379a56454d72e0379c816b7d8fac4c9d4d049cbd74

Pith citing papers

No inbound Pith citation observations are available.