Paper Citation Record · LEDGER

Fast phase prediction of charged polymer blends by white-box machine learning surrogates

As of 21 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2509.07164.

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

pith.paper-citation-record.v1
2509.07164 v2

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:17:56.171280Z

measured 41 of 41 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

41 of 41 outbound references displayed

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External citation measurements

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Outbound references

Observation 05848860-b5a3-4858-a511-9dc775df6106 · outbound

This paper cites T.; Jegal, J.; Kim, H.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates T.; Jegal, J.; Kim, H

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.676868Z

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Observation 8c63b6bc-6ec9-49d8-ac23-612c5794d48c · outbound

This paper cites an unresolved cited work.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:17:56.664792Z

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Observation 84d74a0a-c617-45fb-b846-e1b0879aafb0 · outbound

This paper cites J.; Delaney, K.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates J.; Delaney, K

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.653341Z

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Observation 3c27b402-57d2-4a46-946b-8eef111dd147 · outbound

This paper cites H.; Xie, S.; Edmund, J.; Le, M.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates H.; Xie, S.; Edmund, J.; Le, M

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.640995Z

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Observation 7dae5a93-365c-4d50-88ec-1ad31364b906 · outbound

This paper cites M.; Yang, K.-C.; Sun, D.; Delaney, K.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates M.; Yang, K.-C.; Sun, D.; Delaney, K

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.629055Z

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Observation b3f93309-6c7a-4131-a495-2855b7422431 · outbound

This paper cites M.; Xie, S.; Murphy, E.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates M.; Xie, S.; Murphy, E

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.618361Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9cc6127f-ee29-4cf7-ad94-0e845089b8f0 · outbound

This paper cites Compatibilization of the polystyrene/poly (ethyl acrylate) and polystyrene/polysoprene systems through ionic interactions.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Compatibilization of the polystyrene/poly (ethyl acrylate) and polystyrene/polysoprene systems through ionic interactions

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.607618Z

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Observation 8287269c-fff7-4f84-a12c-23fecdb0d65b · outbound

This paper cites The microstructure of block copolymers formed via ionic interactions.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates The microstructure of block copolymers formed via ionic interactions

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.596612Z

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Observation fd384382-bd1b-4443-922b-46fd8f381ac3 · outbound

This paper cites R.; Ummadisetty, S.; Nykaza, J.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates R.; Ummadisetty, S.; Nykaza, J

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.585714Z

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Observation 87253831-cd35-4cf0-b2b7-2df04817cea7 · outbound

This paper cites K.; Karnaukh, K.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates K.; Karnaukh, K

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.573162Z

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Observation a43acccf-9b96-46ed-b95e-97deb0159c29 · outbound

This paper cites A.; Nealey, P.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates A.; Nealey, P

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.560766Z

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Observation a8137997-e5f4-4f23-8847-5154a0ae163b · outbound

This paper cites Machine learning-assisted design of advanced polymeric materials.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Machine learning-assisted design of advanced polymeric materials

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.548704Z

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Observation 98ae1e1d-1f6c-4e8c-a5d3-fd9da5c95a1b · outbound

This paper cites J.; Av-Ron, S.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates J.; Av-Ron, S

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.537596Z

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Observation 1670ee71-0b1e-452a-b521-f8cbd66f6a9f · outbound

This paper cites G.; Casukhela, R.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates G.; Casukhela, R

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.526820Z

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Observation 245f74a0-6979-4358-b0eb-97657a7dff5d · outbound

This paper cites G.; Audus, D.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates G.; Audus, D

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.516062Z

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Observation 1ee40562-1ce0-473e-ab7a-c896fb693cec · outbound

This paper cites R.; Brettmann, B.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates R.; Brettmann, B

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.504785Z

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Observation 0c87c9bf-e818-4536-801f-599a3a0dd25c · outbound

This paper cites A.; Kohl, P.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates A.; Kohl, P

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.493507Z

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Observation 08c73879-3397-4269-8151-4e778f23bed3 · outbound

This paper cites G.; Jayaraman, A.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates G.; Jayaraman, A

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.482408Z

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Observation b7437279-7145-4061-83f4-3771e815cd39 · outbound

This paper cites M.; Patil, A.; Dhinojwala, A.; Jayaraman, A.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates M.; Patil, A.; Dhinojwala, A.; Jayaraman, A

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.471056Z

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Observation cc16270e-e50d-4d57-b298-41395c570322 · outbound

This paper cites p (q) and s (q) crease.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates p (q) and s (q) crease

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.459062Z

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Observation f08a01ca-7eeb-4991-a1ff-d14587cacc58 · outbound

This paper cites Block Copolymer Theory.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Block Copolymer Theory

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.446770Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4f9a360a-f183-497c-81c9-4433f1e3d953 · outbound

This paper cites Theory of Microphase Separation in Block Copolymers.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Theory of Microphase Separation in Block Copolymers

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.434082Z

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Observation 3637c7cd-880f-4bac-bb0a-db34dad3d127 · outbound

This paper cites W.; Schick, M.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates W.; Schick, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.421269Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2da60ef3-6876-4200-b886-dcc1542f5c2c · outbound

This paper cites U.; Chantawansri, T.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates U.; Chantawansri, T

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.409233Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9e4decab-a831-48f1-9aa6-c0e369cc0cd6 · outbound

This paper cites A.; Hill, M.; Leverick, G.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates A.; Hill, M.; Leverick, G

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.396285Z

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Observation 830afb08-a950-4589-9ed7-3407756d3492 · outbound

This paper cites G.; Paluch, A.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates G.; Paluch, A

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.383184Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 06d08360-87ef-4a65-827c-5fcf7173f8cc · outbound

This paper cites The equilibrium theory of inhomogeneous polymers; Oxford University Press, 2006.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates The equilibrium theory of inhomogeneous polymers; Oxford University Press, 2006

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.371022Z

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Observation 7dd3af58-9554-4429-bca6-65bf9b2ba233 · outbound

This paper cites Random forests.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Random forests

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.359132Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a839a461-13b7-4da8-8e26-d9fd08db6d88 · outbound

This paper cites Classification and Regression by randomForest.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Classification and Regression by randomForest

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.347285Z

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Observation 4a1e8c73-2156-482f-8d22-7634765fbad1 · outbound

This paper cites Deep learning.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Deep learning

Reference 30

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Fast phase prediction of charged polymer blends by white-box machine learning surrogates Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:17:56.329463Z

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Fast phase prediction of charged polymer blends by white-box machine learning surrogates Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:17:56.318682Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 80007ba2-f7f6-4b13-93f0-f4f44e152694 · outbound

This paper cites E.; Mark, J.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates E.; Mark, J

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.307511Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d779538f-9168-4574-b919-cdc06b1862ca · outbound

This paper cites K.; Yao, S.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates K.; Yao, S

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.296637Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d5820d16-7dc1-4228-a0d6-424b2f11243e · outbound

This paper cites an unresolved cited work.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Unresolved cited work

Reference 35

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Observation fc1dc53b-e72a-4d54-ad4a-5762f05cafb7 · outbound

This paper cites an unresolved cited work.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Unresolved cited work

Reference 36

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Observation 35f5f9d5-ed2f-4c61-aabf-be67091e13df · outbound

This paper cites J.; Williams, B.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates J.; Williams, B

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.260365Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6e3e5378-9b69-452b-9347-77ca15989b80 · outbound

This paper cites https://keras.io, 2015.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates https://keras.io, 2015

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.248927Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5f4a69f9-9b7b-4891-99f9-4a4b0c58176d · outbound

This paper cites XGBoost: A scalable tree boosting system.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates XGBoost: A scalable tree boosting system

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:17:56.237431Z

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Observation 55dffa7b-aa2f-4f1f-a705-c294c30a3457 · outbound

This paper cites an unresolved cited work.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:17:56.223497Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ac6b07d8-0f9c-408c-89ac-21ac584cc9d9 · outbound

This paper cites Kernels for Vector-Valued Functions: a Review.

Fast phase prediction of charged polymer blends by white-box machine learning surrogates Kernels for Vector-Valued Functions: a Review

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T16:17:56.171280Z

Source-reported events for the cited work

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Pith citing papers

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