Paper Citation Record · LEDGER

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search

As of 12 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2508.01459.

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

pith.paper-citation-record.v1
2508.01459 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:39:47.614522Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

29 of 29 outbound references displayed

verified exact1
verified fuzzy12
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 212a5936-f625-4f88-ab04-63c47430cba7 · outbound

This paper cites Zankov, P.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Zankov, P

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:48.063753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 92208638-600b-4b3a-8b59-8ed9b3d86b72 · outbound

This paper cites Andronova, M.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Andronova, M

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:48.050148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ba54ab94-b2d6-4773-b303-879b9c77f85c · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:48.036731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c21f634c-1c5f-43fc-ae8c-136cbb068d8f · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:48.023058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 001b50d3-3322-4e1f-a2fe-7b2eaf154a35 · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:47.191090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3f9a94d-ad0c-42ee-ae48-394c0dc3ba9f · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:48.009483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e4ab8f4e-e71e-4909-9d97-74575df3054b · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.996703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b28ff433-4837-4c9d-98f0-b032a302baf6 · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.983274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f3918d41-7f94-4aa9-8196-2eaa8c4c047d · outbound

This paper cites Thakkar, V.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Thakkar, V

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.969460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2e3424ee-f54c-4ec2-84e4-336990eb2dc3 · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.955206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation afd74edf-1161-4fd7-bf29-c9b3dcf8c42b · outbound

This paper cites Mind the Retrosynthesis Gap: Bridging the divide between Single-step and Multi-step Retrosynthesis Prediction.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Mind the Retrosynthesis Gap: Bridging the divide between Single-step and Multi-step Retrosynthesis Prediction

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:39:47.691355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 84b73b73-c781-4e37-853b-a689cec804a4 · outbound

This paper cites Dimitriadis, J.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Dimitriadis, J

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.941917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f42423a8-83be-45af-932b-7b8b284dec10 · outbound

This paper cites Zagribelnyy, A.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Zagribelnyy, A

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.927849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b1c4ff98-79b3-4853-9c77-1541cebe943f · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Adam: A Method for Stochastic Optimization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:47.551244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d916a080-0870-4066-b165-557abafac9dc · outbound

This paper cites Kalman, and Y.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Kalman, and Y

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.913492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8783f49d-e00e-49c7-807e-5246377a9fc0 · outbound

This paper cites Korablyov, S.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Korablyov, S

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.899696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 31935d84-e6f3-4035-8298-957eebd73148 · outbound

This paper cites Tripp, G.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Tripp, G

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.886487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6a477386-e264-4d55-b89f-d812ff31d651 · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.872682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ef7f19e5-2774-49ae-8206-c878542023f5 · outbound

This paper cites Irie, and J.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Irie, and J

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.858487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0fb0e0c4-e474-4e63-be94-f7020178373e · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.844485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b78b1197-7e2d-4d13-9895-4b3968942729 · outbound

This paper cites Laino, T.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Laino, T

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.830042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f38bb0df-e9e1-4bf0-a055-b5e0abc9ace2 · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.815373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7cf06189-868b-42cb-896e-76cdc1a344a1 · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.800011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4ebdc6e5-50df-4ff7-93d3-e9934fd50032 · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.784486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 16fb03ea-d4b3-4718-b7a5-061ab62aef02 · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.769928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f36e626f-5078-4a26-80bc-042ce31d3f89 · outbound

This paper cites ASKCOS: an open source software suite for synthesis planning.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search ASKCOS: an open source software suite for synthesis planning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T05:39:47.601870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ed05a14-a428-40c9-a193-065706961b1b · outbound

This paper cites Shazeer, N.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Shazeer, N

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.754221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e524ad53-4c58-4961-897d-c73058186ce9 · outbound

This paper cites Kihlberg, J.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Kihlberg, J

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:39:47.738386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 82fd4a14-0c48-4890-a988-7ff4fb18baef · outbound

This paper cites an unresolved cited work.

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:39:47.723183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.