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Paper Citation Record · LEDGER

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors

As of 8 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2602.04119.

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

pith.paper-citation-record.v1
2602.04119 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T04:47:43.031818Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved13
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 11cb379f-8e30-4eb8-b874-7a5ee11c74c4 · outbound

This paper cites Fast adaptation We study a setting in which synthesizability constraints are revised after a model has already been trained.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Fast adaptation We study a setting in which synthesizability constraints are revised after a model has already been trained

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.023018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.023018Z digest=sha256:eee4d5a594ca7b5d55be32c45d45c39ad82e2063bd87a141600c479971542e9a

Observation 0ef57c57-2fa6-4c97-9e7f-134ccfaebd97 · outbound

This paper cites Each fragment can have one or several possible attachment points.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Each fragment can have one or several possible attachment points

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.020136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.020136Z digest=sha256:613e1e982338941f9dbec83a308bb6e3cff3344e726ed1782176bcf718df70c3

Observation 90819281-f552-4d2f-9628-b53d823e3de8 · outbound

This paper cites Chemical reactions from US patents (1976- sep2016),.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Chemical reactions from US patents (1976- sep2016),

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.008865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.008865Z digest=sha256:913713f6bd08ad327589080214a4f7b64e72a55524511ff8778264ab2b14e6c6

Observation 4fe237fc-fe55-42f7-81fc-81ba8d53fc77 · outbound

This paper cites 18 Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors C.4.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors 18 Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors C.4

Reference 10

Resolution
malformed identifier
no resolver link, observed 2026-08-03T04:47:43.031818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.031818Z digest=sha256:5bfd34da1a6ef7c86257182e04a734203df5662665db5dbc5bd55d1b27742d12

Observation e72271ff-cfa0-49a5-a85e-b0f9edc53cec · outbound

This paper cites an unresolved cited work.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.025657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.025657Z digest=sha256:36d2f42be5dbdd4a120ebe766e2054ca6d4444c51653618a92e89cdee0650909

Observation 9f2ab981-4b38-40cf-922c-12c7615c9005 · outbound

This paper cites We omit VE To rigorously evaluate sample efficiency, the optimization budget is strictly limited to 10,000 oracle calls.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors We omit VE To rigorously evaluate sample efficiency, the optimization budget is strictly limited to 10,000 oracle calls

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.029162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.029162Z digest=sha256:28b57b8742ea779317dcd1f464e9a6d6b849058312d1ba3ab8fedc3f2707aca1

Observation 45a38737-5c39-4610-9538-d37a33a05221 · outbound

This paper cites an unresolved cited work.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.014517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.014517Z digest=sha256:e264cce154f80218ab7bdee72a6dd29958d03c186736935950239328bf9aac5d

Observation aabe24a3-d4d5-4d0f-8bde-fd89e71367eb · outbound

This paper cites an unresolved cited work.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.017424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.017424Z digest=sha256:257c8cce875efbd769d4de51dbef89e0c0b1303408754afc569d4adf6443e00e

Observation b4bb7a7e-c137-416e-8558-5af2d009fc82 · outbound

This paper cites W., and Matusik, W.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors W., and Matusik, W

Reference 2012

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.005685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.005685Z digest=sha256:1a00e4b3d7284d66eb67af94ce92f8391ec2dd76e6d8e5dcda1a17f02d6a2ce7

Observation 769e2f20-dc30-4ca6-bcef-96a69fce1a0d · outbound

This paper cites Genetic-guided GFlowNets for sample efficient molecular optimization.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Genetic-guided GFlowNets for sample efficient molecular optimization

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:42.999941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:42.999941Z digest=sha256:42f9cbc120b9fcd1cb0c5eb1ee36c9b0194a3182fa82d10db592d7969989658d

Observation 2fb65fa6-c723-4ae8-b3e9-d05878804f38 · outbound

This paper cites Generative Artificial Intelligence for Navigating Synthesizable Chemical Space.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Generative Artificial Intelligence for Navigating Synthesizable Chemical Space

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:42.992064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:42.992064Z digest=sha256:f604c3975447f21fb31ac2c6393156e7942845992a9c4e5311f44265c3a798c2

Observation b49cb90e-4282-4fbf-9056-6967f3f9d521 · outbound

This paper cites B., McLellan, S., Arnold, A., Tu, M.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors B., McLellan, S., Arnold, A., Tu, M

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.011602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.011602Z digest=sha256:67af8dbd0cd1fbf0ad1a2d404d09b1ae5728302ef80f267363b35ed1d736bdda

Observation 908688bc-be99-4e1b-9325-af29bc749f27 · outbound

This paper cites S., and Schwaller, P.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors S., and Schwaller, P

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:42.996814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:42.996814Z digest=sha256:a62ef09f19bf136a708b0369b6133c9f7ec017858ba2b651ade4bc827511e0e6

Observation 175652fc-595e-4c2f-9bc8-2f98bd5e088c · outbound

This paper cites Li, Y ., Zhang, L., and Liu, Z.

Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors Li, Y ., Zhang, L., and Liu, Z

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-08-03T04:47:43.002877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:47:43.002877Z digest=sha256:670c8caa0098a962ec1382e61b74005fbd4f5b9283dbe9f5a7122ecc024d874d

Pith citing papers

No inbound Pith citation observations are available.