Paper Citation Record · LEDGER

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction

As of 8 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2608.06259.

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

pith.paper-citation-record.v1
2608.06259 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:17:19.059876Z

measured 33 of 33 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

33 of 33 outbound references displayed

verified exact0
verified fuzzy25
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e01a0b03-a207-4f8d-9455-066ab899ede4 · outbound

This paper cites Oliveira, Johanna Frey, Shuo-Qing Zhang, Li-Cheng Xu, Xin Li, Shu- Wen Li, Xin Hong, and Lutz Ackermann.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Oliveira, Johanna Frey, Shuo-Qing Zhang, Li-Cheng Xu, Xin Li, Shu- Wen Li, Xin Hong, and Lutz Ackermann

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:24.198876Z

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 f42ef20a-ea15-46d9-838f-a7846f0d8f89 · outbound

This paper cites an unresolved cited work.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:17:24.119588Z

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 764e6c3b-3232-4da8-92fa-6f3e966e25c4 · outbound

This paper cites Anstine, Olexandr Isayev, and Brett M.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Anstine, Olexandr Isayev, and Brett M

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:24.041429Z

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 48195646-196c-4b31-a05d-9e9e22ea2eef · outbound

This paper cites Reaction classifica- tion and yield prediction using the differential reaction fingerprint drfp.Digital Discovery, 1(2):91–97, 04 2022.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Reaction classifica- tion and yield prediction using the differential reaction fingerprint drfp.Digital Discovery, 1(2):91–97, 04 2022

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:23.968248Z

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 84b311fa-b113-4584-837a-ac26af7bdbd3 · outbound

This paper cites Diccianni, Jorg K.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Diccianni, Jorg K

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:23.767092Z

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 d38ddb5c-7766-4fa2-8332-ea19d8ac257b · outbound

This paper cites Pickett, and Peter Pogány.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Pickett, and Peter Pogány

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:23.545650Z

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 1f407dc2-84f0-4ad8-9a3f-258b8df04ec0 · outbound

This paper cites Prediction of chemical reaction yields using deep learning.Machine Learning: Science and Technology, 2(1):015016, mar 2021.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Prediction of chemical reaction yields using deep learning.Machine Learning: Science and Technology, 2(1):015016, mar 2021

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:23.228067Z

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 3ee02251-b776-4901-9057-b136ba3d077c · outbound

This paper cites Lowe, Roger A.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Lowe, Roger A

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:22.959625Z

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 47562ba6-26b8-4b24-beee-b76e7ff3eee3 · outbound

This paper cites A deep learning framework for accurate reaction prediction and its application on high-throughput experimentation data.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction A deep learning framework for accurate reaction prediction and its application on high-throughput experimentation data

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:22.607828Z

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 70f35473-247b-45cd-a849-84886df04472 · outbound

This paper cites Graph transformation policy network for chemical reaction prediction.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Graph transformation policy network for chemical reaction prediction

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:22.360580Z

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 d6a41d4e-caf0-45f0-9506-fdc2cc32f8e2 · outbound

This paper cites Improving enzyme prediction with chemical reaction equations by hypergraph-enhanced knowledge graph embeddings.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Improving enzyme prediction with chemical reaction equations by hypergraph-enhanced knowledge graph embeddings

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:22.118000Z

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 dc8a05a3-4569-4260-ba3a-2aaed745666c · outbound

This paper cites Chemical reaction enhanced graph learning for molecule representation.Bioinformatics, 40(10):btae558, 10 2024.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Chemical reaction enhanced graph learning for molecule representation.Bioinformatics, 40(10):btae558, 10 2024

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:21.828604Z

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 68788fb7-d7c9-48e8-8b8f-33df83986c16 · outbound

This paper cites an unresolved cited work.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:17:21.726943Z

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 765ec087-f1b4-4496-9a3e-c2fe07c0fb8e · outbound

This paper cites an unresolved cited work.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:17:21.606881Z

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 accc89b7-d8ab-410a-a3ac-505d55b14b98 · outbound

This paper cites Springer International Publishing, Cham, 2023.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Springer International Publishing, Cham, 2023

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:21.510777Z

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 e0a11c22-da7a-4249-8df0-adad8d6a5dbe · outbound

This paper cites Greenman, Yunsie Chung, Shih-Cheng Li, David E.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Greenman, Yunsie Chung, Shih-Cheng Li, David E

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:21.375996Z

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 ca649f13-5054-41df-b479-1e6ab1d83fb7 · outbound

This paper cites González Laffitte, Yingjie Pan, Daniel Merkle, Jakob L.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction González Laffitte, Yingjie Pan, Daniel Merkle, Jakob L

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:21.216654Z

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 c454ab6e-afe3-4d75-b78c-fb5ceec90a73 · outbound

This paper cites an unresolved cited work.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:17:21.120671Z

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 d37d6514-5497-4ffb-9652-c8426996f022 · outbound

This paper cites Improving out-of-distribution generalization via multi-task self-supervised pretraining.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Improving out-of-distribution generalization via multi-task self-supervised pretraining

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:17:18.371171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f577a263-54df-4c28-bb1b-b83020a96cd4 · outbound

This paper cites Maddix, Shuai Zhang, Yuyang Wang, and Andrew Gordon Wilson.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Maddix, Shuai Zhang, Yuyang Wang, and Andrew Gordon Wilson

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:20.927759Z

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 d017b580-5021-4621-8b75-5f7ade6bbb12 · outbound

This paper cites Learning from models beyond fine-tuning.Nature Machine Intelligence, 7(1):6–17, 2025.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Learning from models beyond fine-tuning.Nature Machine Intelligence, 7(1):6–17, 2025

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:20.746750Z

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 bcd55266-061a-4f4e-bd19-33912e4b00c6 · outbound

This paper cites Molecu- lar contrastive learning of representations via graph neural networks.Nature Machine Intelligence, 4(3):279–287, 2022.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Molecu- lar contrastive learning of representations via graph neural networks.Nature Machine Intelligence, 4(3):279–287, 2022

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:20.535976Z

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 170fc9fd-249f-4da5-90e9-fa79da39ea2e · outbound

This paper cites Bridging cgr representations and language models for reaction property prediction.ChemRxiv, 2026(0316), 2026.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Bridging cgr representations and language models for reaction property prediction.ChemRxiv, 2026(0316), 2026

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:20.354334Z

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 ce0057a2-aa1b-4306-a60e-c8e9f2108129 · outbound

This paper cites Varnek, D.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Varnek, D

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:20.185126Z

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 9f16e210-dd33-4991-94f2-286353303907 · outbound

This paper cites Hazelnut, 2025.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Hazelnut, 2025

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:20.002657Z

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 f02e0d76-93e8-4a18-a438-03a47d49bf25 · outbound

This paper cites How powerful are graph neural networks? InInternational Conference on Learning Representations, 2019.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction How powerful are graph neural networks? InInternational Conference on Learning Representations, 2019

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:17:18.723947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f882b24f-6709-4d75-8e3e-c66f554bc95d · outbound

This paper cites A simple framework for contrastive learning of visual representations, 2020.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction A simple framework for contrastive learning of visual representations, 2020

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:17:18.774376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e47a3b9-8135-4ba2-966b-c78b9e6f6931 · outbound

This paper cites Schwaller, Daniel Probst, Alain C.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Schwaller, Daniel Probst, Alain C

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:19.770099Z

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 42931fc0-486c-4b36-92b9-8e18542ed679 · outbound

This paper cites Hubs in space: Popular nearest neighbors in high-dimensional data.KoBSON-skop - NasiuFP, 11(86):2487–2531, 2010.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Hubs in space: Popular nearest neighbors in high-dimensional data.KoBSON-skop - NasiuFP, 11(86):2487–2531, 2010

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:19.570241Z

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 025ed3ef-2811-4be6-a298-30fa9a36e546 · outbound

This paper cites an unresolved cited work.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:17:19.472997Z

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 93580077-f0bd-4f77-afd6-f7beb69510bd · outbound

This paper cites Pistachio, 2025.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Pistachio, 2025

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:19.382187Z

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 6ab0b7e5-8b4e-4002-9d8e-d9cee863d166 · outbound

This paper cites Ahneman, Jesús G.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction Ahneman, Jesús G

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:19.287163Z

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 acfe1dd2-970a-449d-bb49-0bd40407ab9e · outbound

This paper cites West, Jessica Xu, Yu-hong Lam, Thomas J.

RxnCLF: Contrastive Transformation-Aware Reaction Foundation Model for Improved Reactivity Prediction West, Jessica Xu, Yu-hong Lam, Thomas J

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:17:19.197466Z

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.