Paper Citation Record · LEDGER

Revisiting Non-Acyclic GFlowNets in Discrete Environments

As of 9 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2502.07735.

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

pith.paper-citation-record.v1
2502.07735 v3

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:56:41.515144Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:06:56.077101Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T11:48:04.834507Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy30
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 07b7e045-3e0f-4423-aa58-99737945fa43 · outbound

This paper cites write newline.

Revisiting Non-Acyclic GFlowNets in Discrete Environments write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.325172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d99f97bc-b1cf-4dba-ab2d-744592ac7c9b · outbound

This paper cites Flow network based generative models for non-iterative diverse candidate generation.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Flow network based generative models for non-iterative diverse candidate generation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.331362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ce82d1-f4cb-41b2-94f8-131a6d453a38 · outbound

This paper cites J., Tiwari, M., and Bengio, E.

Revisiting Non-Acyclic GFlowNets in Discrete Environments J., Tiwari, M., and Bengio, E

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:42.090691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3bf986f-da54-4c5f-a358-412252fd2d16 · outbound

This paper cites Dynamic programming and optimal control: Volume I, volume 4.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Dynamic programming and optimal control: Volume I, volume 4

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:42.077697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 827d407e-c30a-4368-9374-781867bfd6e4 · outbound

This paper cites A theory of non-acyclic generative flow networks.

Revisiting Non-Acyclic GFlowNets in Discrete Environments A theory of non-acyclic generative flow networks

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:42.063719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7bc02b51-79b9-4ddc-8ff1-7edd8e6623c4 · outbound

This paper cites Advanced Combinatorics: The Art of Finite and Infinite Expansions.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Advanced Combinatorics: The Art of Finite and Infinite Expansions

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:42.048934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0f7f390c-79c7-4552-8e18-d587600941d2 · outbound

This paper cites SynFlowNet : Design of diverse and novel molecules with synthesis constraints.

Revisiting Non-Acyclic GFlowNets in Discrete Environments SynFlowNet : Design of diverse and novel molecules with synthesis constraints

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:42.035604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2900ccd5-53d4-494c-b87e-2a36b2150404 · outbound

This paper cites Generative Flow Networks: Theory and Applications to Structure Learning.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Generative Flow Networks: Theory and Applications to Structure Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.359434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4302e3d2-cf83-4030-a0a4-a2ebf45d50f8 · outbound

This paper cites Bayesian structure learning with generative flow networks.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Bayesian structure learning with generative flow networks

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:42.021833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2c434b9b-28a7-4e7c-9dff-5161dfa0d8e7 · outbound

This paper cites Discrete probabilistic inference as control in multi-path environments.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Discrete probabilistic inference as control in multi-path environments

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:42.007817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c47e8164-aaee-41cd-8ac1-35838108ec8f · outbound

This paper cites Markov chains.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Markov chains

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.994255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 71a43633-6ec0-497a-ac51-2e5c8bc02517 · outbound

This paper cites A theory of regularized markov decision processes.

Revisiting Non-Acyclic GFlowNets in Discrete Environments A theory of regularized markov decision processes

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.376267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed701cab-ee6e-4153-829b-660abcf021d5 · outbound

This paper cites Optimizing backward policies in GF lownets via trajectory likelihood maximization.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Optimizing backward policies in GF lownets via trajectory likelihood maximization

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.972663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4c47c1c7-7750-4377-9779-1e5685b7edb7 · outbound

This paper cites Random Policy Evaluation Uncovers Policies of Generative Flow Networks.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Random Policy Evaluation Uncovers Policies of Generative Flow Networks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.384176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78e2ebc7-277c-438e-8d62-640cd14d3fee · outbound

This paper cites J., Jain, M., Elmoznino, E., Kaddar, Y., Lajoie, G., Bengio, Y., and Malkin, N.

Revisiting Non-Acyclic GFlowNets in Discrete Environments J., Jain, M., Elmoznino, E., Kaddar, Y., Lajoie, G., Bengio, Y., and Malkin, N

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.958812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 57a7ff8f-12e0-41d7-8c0b-134e3429ee2f · outbound

This paper cites Beyond squared error: Exploring loss design for enhanced training of generative flow networks.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Beyond squared error: Exploring loss design for enhanced training of generative flow networks

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.945161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 38c628c9-f3f2-4d8b-973c-c3acbfceff7f · outbound

This paper cites F., Ekbote, C.

Revisiting Non-Acyclic GFlowNets in Discrete Environments F., Ekbote, C

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.395654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 344eb619-b7f8-4c9b-9a38-261ae54b1672 · outbound

This paper cites Pessimistic backward policy for GF low N ets.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Pessimistic backward policy for GF low N ets

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.922335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1b524e03-e7c2-4c30-bc40-95835719efa0 · outbound

This paper cites Learning energy decompositions for partial inference in GF lownets.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Learning energy decompositions for partial inference in GF lownets

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.909124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b9d0e892-65cc-4bfd-b030-a4d0f93edc3a · outbound

This paper cites an unresolved cited work.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-08T11:56:41.895717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 990cbd0b-1dd2-4191-a8e9-f9a6f21af3fe · outbound

This paper cites Improved Off-policy Reinforcement Learning in Biological Sequence Design.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Improved Off-policy Reinforcement Learning in Biological Sequence Design

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.412309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63da25ad-677a-4b5c-b8d5-4a8263458035 · outbound

This paper cites Ant colony sampling with GFlowNets for combinatorial optimization.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Ant colony sampling with GFlowNets for combinatorial optimization

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.881657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7f72ad7f-a1b6-4a72-9c76-d425d653fced · outbound

This paper cites Hpc resources of the higher school of economics.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Hpc resources of the higher school of economics

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.866640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b43e7d02-9d04-4ef6-827d-d667d7291b2d · outbound

This paper cites Rgfn: Synthesizable molecular generation using gflownets.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Rgfn: Synthesizable molecular generation using gflownets

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.852120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f5b11336-ce60-4131-8cbb-dd92a1cefe46 · outbound

This paper cites N., Bengio, Y., and Malkin, N.

Revisiting Non-Acyclic GFlowNets in Discrete Environments N., Bengio, Y., and Malkin, N

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.838533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c9c67735-abac-4aa9-879a-4821d109464d · outbound

This paper cites Qgfn: Controllable greediness with action values.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Qgfn: Controllable greediness with action values

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.825075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 96845cad-7282-4ab2-b6bb-049b202a9733 · outbound

This paper cites J., Kawaguchi, K., Gidel, G., Bengio, Y., Malkin, N., and Jain, M.

Revisiting Non-Acyclic GFlowNets in Discrete Environments J., Kawaguchi, K., Gidel, G., Bengio, Y., Malkin, N., and Jain, M

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.810844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6cb0a426-3bab-4011-bf3a-80107d96cad2 · outbound

This paper cites C., Bosc, T., Bengio, Y., and Malkin, N.

Revisiting Non-Acyclic GFlowNets in Discrete Environments C., Bosc, T., Bengio, Y., and Malkin, N

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.445047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12667fcd-5642-46b8-8d47-0363aa9814e5 · outbound

This paper cites Trajectory balance: Improved credit assignment in gflownets.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Trajectory balance: Improved credit assignment in gflownets

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.788850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 979272d1-d85c-425b-a190-7785155b0002 · outbound

This paper cites J., Everett, K.

Revisiting Non-Acyclic GFlowNets in Discrete Environments J., Everett, K

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.775306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4150b125-ff70-4872-94f8-d44db942fbc9 · outbound

This paper cites Maximum entropy gflownets with soft q-learning.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Maximum entropy gflownets with soft q-learning

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.762028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cc677d75-65f4-4862-885f-389f38683a00 · outbound

This paper cites Improving GFlowNets with Monte Carlo Tree Search.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Improving GFlowNets with Monte Carlo Tree Search

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.462659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeb3ec9a-c722-4d3f-bcc0-e9e60b6d6d8d · outbound

This paper cites A unified view of entropy-regularized Markov decision processes.

Revisiting Non-Acyclic GFlowNets in Discrete Environments A unified view of entropy-regularized Markov decision processes

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.467953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 031ae7f9-c6d7-4254-8e85-123e0e35cb49 · outbound

This paper cites Better training of gflownets with local credit and incomplete trajectories.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Better training of gflownets with local credit and incomplete trajectories

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.748281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 66c57a3b-4ea3-45ac-8b28-cc50d4fc25f0 · outbound

This paper cites W., Bengio, E., Hajiramezanali, E., Loukas, A., Cho, K., and Biancalani, T.

Revisiting Non-Acyclic GFlowNets in Discrete Environments W., Bengio, E., Hajiramezanali, E., Loukas, A., Cho, K., and Biancalani, T

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.734820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 53e2c3a4-f3f3-45a7-af7b-81cb605d9f61 · outbound

This paper cites R., Cherkasov, A., Kim, W.

Revisiting Non-Acyclic GFlowNets in Discrete Environments R., Cherkasov, A., Kim, W

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.721058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation beed795d-b47e-48bd-a11c-d64ad2c15df5 · outbound

This paper cites On divergence measures for training gflownets.

Revisiting Non-Acyclic GFlowNets in Discrete Environments On divergence measures for training gflownets

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.706880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5ac89f38-fd11-4777-bdaa-50acef5a3fc2 · outbound

This paper cites an unresolved cited work.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-08T11:56:41.691598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d4a0af63-150c-48ac-9e1a-7eec05c59fd4 · outbound

This paper cites Understanding Reinforcement Learning-Based Fine-Tuning of Diffusion Models: A Tutorial and Review.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Understanding Reinforcement Learning-Based Fine-Tuning of Diffusion Models: A Tutorial and Review

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T11:56:41.496208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f4a4006-6fa0-412e-a736-1cb5ac7c8d8e · outbound

This paper cites Amortizing intractable inference in diffusion models for vision, language, and control.

Revisiting Non-Acyclic GFlowNets in Discrete Environments Amortizing intractable inference in diffusion models for vision, language, and control

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.677748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4ef42503-b7fc-467c-bbd1-d8e7e7a4131f · outbound

This paper cites C., Bengio, Y., and Pan, L.

Revisiting Non-Acyclic GFlowNets in Discrete Environments C., Bengio, Y., and Pan, L

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.662587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 70c3d252-2ac1-4208-a371-424dd13e7f06 · outbound

This paper cites M., Jaitly, N., and Zhai, S.

Revisiting Non-Acyclic GFlowNets in Discrete Environments M., Jaitly, N., and Zhai, S

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.648651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fb7102a9-d40d-4039-b57a-6820d20ded3f · outbound

This paper cites W., Rainone, C., Peschl, M., and Bondesan, R.

Revisiting Non-Acyclic GFlowNets in Discrete Environments W., Rainone, C., Peschl, M., and Bondesan, R

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:56:41.633487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 67a59749-62c2-458c-b324-85aff705161b · inbound

Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training cites this paper.

Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training Revisiting Non-Acyclic GFlowNets in Discrete Environments

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:06:56.077101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c5c0f9e-b84b-43d9-b60e-33e35a8b287f · inbound

Adaptive Destruction Processes for Diffusion Samplers cites this paper.

Adaptive Destruction Processes for Diffusion Samplers Revisiting Non-Acyclic GFlowNets in Discrete Environments

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:48:04.843130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.