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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-06T06:34:29.942622+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

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+00:00.

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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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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+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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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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source=arxiv_source observed=2026-08-06T12:28:40.508799Z digest=sha256:226ae4097efc4f5f62bea5818934641dffc27961aae9e55f446025be2ccc8439

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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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+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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Observation 0c5f0b79-01d2-44e3-ba61-0f7ed8ee9bef · outbound

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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+00:00.

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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 23

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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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:42.427354Z digest=sha256:18c72a37413b94a683198ff75d02fa73d5b2fd1758d8310fde208762ff2ce41e

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

This paper cites D., Vrahatis, M.

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

This paper cites Mixed Precision Training.

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

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 30

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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

This paper cites V., Bartakke, P.

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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+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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source=arxiv_source observed=2026-08-06T12:28:44.090453Z digest=sha256:9fa2673c14385af2dc4e3857cb929aaba92ddc90bbeebea95a82f8ddd43caa1b

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:44.294114Z digest=sha256:f6bef3e18f80064ce91e42b70b4b8bc5362df8ad7e82f8d974cd83b1c36b25fd

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:44.505864Z digest=sha256:c9462d1677e6477b3fc3621ddf74f3230acb9f502e3161cfec3ff4a74c57f392

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:44.671167Z digest=sha256:b40ff74e546ab54ba96ba807e95fdf53915bb2965979b04e4e563bac5fa9537a

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:44.853937Z digest=sha256:2d186f8b68c834594bed4d08e3b7c054175a5e1e7b147e32f8bc958ceb6b3e54

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.007011Z digest=sha256:fbe2a18f8c43d3169228e50f1cd6c328729b8e967f5e27263a03d94a2588a67c

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.163586Z digest=sha256:feeb8af690cc1a8f40258eee7fe8b03dc16d0d75024e0aece6c67a7049c28b4c

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.251441Z digest=sha256:376cbe0895b5c17932704bfeb1c1f9ac0c9406cebbb63cea5edc43b8766a3696

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:c946d6821d5968396bd26cf087d7dcc8d4a67266fb4e1c777d17461b2177bc29

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.488164Z digest=sha256:42cfab447a77eb957e1643be16862ebf3c1dab3f8a32191dec1467fa5b7b528d

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=sha256:6395143f0f0c1bb01a6a6cf5585029e23a8b1d4744f18b2c13fbfd53f6bbb6ef

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.705855Z digest=sha256:376ac7bb37b0957bf528845ea8d7770ba0f9d946d4da0943ef5e3c8cb096889d

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:45.791429Z digest=sha256:b1ed821381b930d6f6ef3ee19ed7ab33a3fc26e5db80d5f239a7998885ab2d8b

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=sha256:6110dc921329681655c8bb9f1d79ebe77a3fe786505800638e137e2d24527ae5

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:46.018754Z digest=sha256:683cd78750fd9d25eac6ecef17b64cfa742df163ad9c27be8a8ae2e72b12d686

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:c9dda8f12ea05cf0893e8d24a4989c9931172285d9b48d94c851292fe82918ec

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T12:28:46.227120Z digest=sha256:8b584fd32242f40e60a7f6256e788e6215c29fa5b8dcf9b73bafc59c2940f73b

Pith citing papers

No inbound Pith citation observations are available.