Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T04:13:06.495684Z
Paper Citation Record · LEDGER
Secrets of GFlowNets' Learning Behavior: A Theoretical Study
As of 23 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2505.02035.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-08T19:22:03.198766Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-09T05:55:31.035152Z
Reference resolution
34 of 34 outbound references displayed
- verified exact1
- verified fuzzy28
- unresolved5
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 17528365-cbef-41e8-b3ce-92fa1d1d480d · outbound
This paper cites Rademacher and ga ussian complexities: Risk bounds and structural results.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Rademacher and ga ussian complexities: Risk bounds and structural results
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:07.043181Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 12a51930-44fb-449d-9b62-8a6fbcc63e23 · outbound
This paper cites Gflownet foundations.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Gflownet foundations
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:07.027385Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 45a770ab-a71d-42cb-b0da-b04c0a57c970 · outbound
This paper cites On a modification of chebyshev’s inequ ality and of the error formula of laplace.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study On a modification of chebyshev’s inequ ality and of the error formula of laplace
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:07.013134Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2b8a227f-8076-43a3-9a77-ba64a89b6a93 · outbound
This paper cites Fas t and accurate stochastic gradient estimation.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Fas t and accurate stochastic gradient estimation
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.998688Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bf6c4dea-d4b8-4ebe-a556-d2ff5ab701f7 · outbound
This paper cites Generative Flow Networks: a Markov Chain Perspective.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Generative Flow Networks: a Markov Chain Perspective
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:13:06.362134Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2413e631-77c6-48a3-a7b0-dba175693e80 · outbound
This paper cites Flows in networks.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Flows in networks
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.983476Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 47863f7c-d814-4980-82b0-b210526df636 · outbound
This paper cites Generative adve rsarial nets.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Generative adve rsarial nets
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.969235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f78b51e3-9282-4b1b-b81b-f73a707d4bd5 · outbound
This paper cites A distribution-free theory of nonparametric regression.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study A distribution-free theory of nonparametric regression
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.954683Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a95d4216-dfbd-463d-a6e1-457671676837 · outbound
This paper cites Probability inequalities for sums o f bounded random variables.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Probability inequalities for sums o f bounded random variables
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.940582Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6b296af0-a8a7-4837-8dc8-c58e562988c4 · outbound
This paper cites Biological sequence design with gflownets.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Biological sequence design with gflownets
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.925389Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4e32ce65-0100-4213-8a75-fab0353f2d4f · outbound
This paper cites Auto-encoding varia tional bayes, 2022.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Auto-encoding varia tional bayes, 2022
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.909937Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 15b55ca9-883d-4e77-b74d-1371bc2d8145 · outbound
This paper cites Rgfn: Synthesizable molecular generation using gflownets.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Rgfn: Synthesizable molecular generation using gflownets
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.894235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 18f08bbe-0a85-4f1d-8adb-2f54f532f977 · outbound
This paper cites On Generalization for Generative Flow Networks.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study On Generalization for Generative Flow Networks
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:13:06.400009Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c91dc01d-72db-4fa2-875d-66b5b6041320 · outbound
This paper cites A theory of con- tinuous generative flow networks.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study A theory of con- tinuous generative flow networks
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.878370Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dd6166f1-c5d2-408a-8786-6cf5d5c8d641 · outbound
This paper cites Learning gflownets from partial episodes for improved convergence and stabili ty.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Learning gflownets from partial episodes for improved convergence and stabili ty
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.863592Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 05d3c70b-a82c-4fd8-ad0a-ddbe2ff83c3f · outbound
This paper cites G flownets for causal discovery: an overview.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study G flownets for causal discovery: an overview
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.848404Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b63b86a4-6120-4006-baca-ef9001aecd2d · outbound
This paper cites Pac-bayes un-expected bernstein inequality.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Pac-bayes un-expected bernstein inequality
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.833375Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e9fa14bb-24dc-4c60-87c6-40340bc5571a · outbound
This paper cites Monte carlo gradient estimation in machine learning.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Monte carlo gradient estimation in machine learning
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.818184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0f5a5a93-fecc-4a84-876c-7c711ac55734 · outbound
This paper cites Belief prop agation, robust reconstruction and optimal recovery of block models.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Belief prop agation, robust reconstruction and optimal recovery of block models
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.803390Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3df4d65f-8385-41d3-a98c-a09761f59e86 · outbound
This paper cites Causal Inference in Gene Regulatory Networks with GFlowNet: Towards Scalability in Large Systems.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Causal Inference in Gene Regulatory Networks with GFlowNet: Towards Scalability in Large Systems
Reference 20
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T04:13:06.557016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 496b261e-da16-43e2-b772-316438ec7d14 · outbound
This paper cites Hierarchical gflownet for crystal struct ure generation.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Hierarchical gflownet for crystal struct ure generation
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.788603Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dd0a1fff-a6ac-4b81-b200-9a2e981b51dc · outbound
This paper cites Better training of gflownets with local credit and incomplete trajectories.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Better training of gflownets with local credit and incomplete trajectories
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.773477Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fc08531b-a157-4f23-8363-19d491cc7592 · outbound
This paper cites Towards understanding and improvi ng gflownet training.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Towards understanding and improvi ng gflownet training
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.758884Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d2987436-97a9-4563-961c-523959a7b76d · outbound
This paper cites Gradient es- timation with discrete stein operators.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Gradient es- timation with discrete stein operators
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.744095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3a46799a-4418-41a7-aad6-588114bb028a · outbound
This paper cites When do gflownets learn the right distribution? In The Thirteenth International Conference on Learning Represen tations, 2025.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study When do gflownets learn the right distribution? In The Thirteenth International Conference on Learning Represen tations, 2025
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.729270Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3d0ec9b9-ffb2-49f4-a907-c4e8a02d3e72 · outbound
This paper cites Analyz ing gflownets: Stability, ex- pressiveness, and assessment.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Analyz ing gflownets: Stability, ex- pressiveness, and assessment
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.713016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation eec89e0f-ca6e-4b37-b25e-6d8eed4fbca2 · outbound
This paper cites On divergence measures for training gflownets.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study On divergence measures for training gflownets
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.698387Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c8590853-e4eb-41e4-88aa-eae5b3a151aa · outbound
This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Score-Based Generative Modeling through Stochastic Differential Equations
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:13:06.466693Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f66011b-6439-43ba-801b-f7185f355979 · outbound
This paper cites Let the flows tell: Solving graph combinatorial problem s with gflownets.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Let the flows tell: Solving graph combinatorial problem s with gflownets
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.682723Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 175fd1ef-13d0-49f1-a135-17b338cdd693 · outbound
This paper cites Generative flow networks for discrete probab ilistic modeling.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Generative flow networks for discrete probab ilistic modeling
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.666446Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 98266e3c-2f81-403b-8f03-88a04358649d · outbound
This paper cites Sample- efficient multi-objective molecular optimization with gflo wnets.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Sample- efficient multi-objective molecular optimization with gflo wnets
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.650700Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c1d6bed7-9e64-4c93-b970-3facc77efd7c · outbound
This paper cites an unresolved cited work.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T04:13:06.634724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f3fa7f7d-c001-4bc4-8520-a8a7d10fc253 · outbound
This paper cites an unresolved cited work.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T04:13:06.619155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 37d703a2-f314-460e-b183-252a4db66801 · outbound
This paper cites To model error accumulation, we can use results from Markov c hain analysis.
Secrets of GFlowNets' Learning Behavior: A Theoretical Study To model error accumulation, we can use results from Markov c hain analysis
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:13:06.603607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
Observation dcebadca-0ea5-4713-a33e-87ba1270025a · inbound
Stable GFlowNets with TV Monitoring and Probabilistic Guarantees cites this paper.
Stable GFlowNets with TV Monitoring and Probabilistic Guarantees Secrets of GFlowNets' Learning Behavior: A Theoretical Study
Reference 63
- Resolution
- verified exact
- arxiv_id, observed 2026-05-09T05:55:31.037300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.