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Paper Citation Record · LEDGER

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows

As of 14 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 1 inbound Pith citation observation for arXiv:2505.19619.

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

pith.paper-citation-record.v1
2505.19619 v3

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:19:48.857294Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T03:21:13.881357Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T03:22:21.165659Z

Reference resolution

72 of 72 outbound references displayed

  • verified exact4
  • verified fuzzy54
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3fc16565-f33d-4afb-95ec-ed144ce844ba · outbound

This paper cites Rosenbluth, Marshall N.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Rosenbluth, Marshall N

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:01.769576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:39.852963Z digest=sha256:52dde9fd994d139fd5d0eae412c09e7c21afe916687bba662334189af55cb911

Observation a883cb9c-42fe-494b-9286-57e72544a71b · outbound

This paper cites Statistical analysis of chemical transformation kinetics using markov-chain monte carlo methods.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Statistical analysis of chemical transformation kinetics using markov-chain monte carlo methods

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:01.526347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:39.930810Z digest=sha256:2c555c7aee9b648b94def8af31b296204f67a769be3885d76210f76ffb0de48b

Observation c324733f-6f16-4cf2-8628-54e3e4e0c3f5 · outbound

This paper cites Dragulescu and V.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Dragulescu and V

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:01.327170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:40.034676Z digest=sha256:8c0f34ba27463c45803c8cb89b3ac408f27ea445aeb68a9412ad18fa185a6a05

Observation 68378a2e-5929-4163-b63b-d251c87aec17 · outbound

This paper cites Barahona.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Barahona

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:01.086016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:40.180937Z digest=sha256:008748d1b032a664c563f269953e0a2c71ee187337378d62f2c1a094e993a054

Observation 3ae8a9be-77c9-48e9-a4fe-47913c56c05c · outbound

This paper cites an unresolved cited work.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:20:00.882770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:40.364266Z digest=sha256:53ba0bcfa5a59e14d4ba1cba9967461d4dd051996bd2c0c08df3b8d913bada83

Observation 33cf2b9b-ed12-47f5-8cc1-689a5c45a3db · outbound

This paper cites Fersht and Valerie Daggett.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Fersht and Valerie Daggett

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:00.743414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:40.527949Z digest=sha256:6268ebb2da720f88fd4f62e7e801aa0c28042bba9429393fa00fd55fb4b39f57

Observation 87419fc7-54f7-41b9-9e36-fa892abd24f5 · outbound

This paper cites Critical slowing down.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Critical slowing down

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:00.610253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:40.705185Z digest=sha256:2efa5cd2fa7ed7b09ef6c82529e392a2489a7e1934d978c6ef198d8b28a06a5e

Observation 37b853fb-6aa0-4d56-b031-3f167322fc02 · outbound

This paper cites Willcocks.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Willcocks

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:00.486887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:40.896043Z digest=sha256:b75a58aacbb1a8ebf905adacace55fe798b6cca7473498367ffaa367acbef910

Observation 8166d08d-fbf9-4fff-a6a8-dd591926972d · outbound

This paper cites Beyond EL- BOs: A large-scale evaluation of variational methods for sampling.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Beyond EL- BOs: A large-scale evaluation of variational methods for sampling

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:00.314208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:41.016819Z digest=sha256:93dc204cdbd622c631f30221139430b5ec335400c6b763b8d8e044d1c7f2360b

Observation a8dccde6-4478-47d7-9528-02b2543b153c · outbound

This paper cites Boltzmann generators: Sampling equilibrium states of many-body systems with deep learning.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Boltzmann generators: Sampling equilibrium states of many-body systems with deep learning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:20:00.127420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:41.177889Z digest=sha256:fdd2a7616b237634c0a48fb31fd823178ef9281b556abfe4ec45da878d172f82

Observation 4216d101-10c4-4b6f-923c-19d5550f6c72 · outbound

This paper cites Solving statistical mechanics using variational autoregressive networks.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Solving statistical mechanics using variational autoregressive networks

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:59.985120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:41.288981Z digest=sha256:dd690e48cdd79d93af8d89adf2fa119407169556ab197af555012cab5d1d8458

Observation 74b927a2-7b5a-4405-b992-e30ce51f18fa · outbound

This paper cites Nicoli, Shinichi Nakajima, Nils Strodthoff, Wojciech Samek, et al.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Nicoli, Shinichi Nakajima, Nils Strodthoff, Wojciech Samek, et al

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:59.863392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:41.424978Z digest=sha256:a2ad01044265de50fbc475def3d80d9a3a59e52e19fc1fb19dbeb76a553490c4

Observation f86a2c8c-4676-4412-8e47-4f5bf5d6ec33 · outbound

This paper cites an unresolved cited work.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:19:59.677184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:41.582920Z digest=sha256:0f20f777a0798e90df06fd9f5b1e48ad693c63d8cd2427a58b6c2d7acc028fdd

Observation a87aa544-6158-43e3-a98a-ea684f7c16f1 · outbound

This paper cites Nicoli, Christopher J.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Nicoli, Christopher J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:59.543329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:41.733426Z digest=sha256:b8e71ca5200eff69a5834b218673089442f6aee4fb67e2e5d0a3ec08471b68b4

Observation 252f3718-ffe3-4b0a-854a-f1752cfb08a9 · outbound

This paper cites Conditional image generation with pixelcnn decoders.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Conditional image generation with pixelcnn decoders

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:59.386617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:41.919736Z digest=sha256:9dddc8b065cb2fe3dcb3cc8c7a9ab95a1977d7e11c479633312988d8d76d3a3f

Observation 801374fd-07d9-4a6e-be8f-fe032f5be364 · outbound

This paper cites Pixel recurrent neural networks.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Pixel recurrent neural networks

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:59.230965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:42.077146Z digest=sha256:61789ab44f9d5b49c249e87403ba067bdb91d42210c37b6830943e5900547c7f

Observation a1e56772-05a2-434a-a5f5-f3e26f76e346 · outbound

This paper cites Variational inference with normalizing flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Variational inference with normalizing flows

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:59.070311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:42.227674Z digest=sha256:3c2b07435c4764f2e6bfd5b2d2e19873e2cf1a6308c5be484ea1b47b1a256ac6

Observation 778c8248-82f6-44d3-8705-e5267d7b4428 · outbound

This paper cites Normalizing flows: An introduction and review of current methods.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Normalizing flows: An introduction and review of current methods

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:42.386293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:42.386293Z digest=sha256:f53025843a2290b4a0bae7854137a17eff2d8f9c0ef0ef2438815ef1e8af1c9e

Observation 5353759c-0bff-40fa-825a-a8b7b97396a8 · outbound

This paper cites LeCun, B.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows LeCun, B

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:58.953779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:42.505725Z digest=sha256:ee035e23e901fbcc3d225ff846d234d1adef8e368d7b081df64d3e8eec0d0e81

Observation 24df33a8-fed1-48c2-abf1-3342f28d1277 · outbound

This paper cites Group equivariant convolutional networks.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Group equivariant convolutional networks

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:58.804379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:42.574543Z digest=sha256:b1e3cbd70b680c6408c1a006cc94aea54d497046b37a2738e58f5f18215bd6d1

Observation 487a29d2-092c-4913-96c1-3ec751df082e · outbound

This paper cites Cohen, Mario Geiger, Jonas Köhler, and Max Welling.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Cohen, Mario Geiger, Jonas Köhler, and Max Welling

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:58.634817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:42.628201Z digest=sha256:21c8fa0d876a25213b3348e2ad1cb0371b7a0669f0428f358e2cd82eaec03f4c

Observation c5a05316-543b-4fff-8a1d-88b106ad174a · outbound

This paper cites Gauge equivariant convolutional networks and the icosahedral CNN.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Gauge equivariant convolutional networks and the icosahedral CNN

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:58.490742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:42.698976Z digest=sha256:e468f9fe925cfc5dce00311687d256d475e988b1571aeec7e8fe5b3760c037d2

Observation 224d9bf3-daf0-45a2-ad27-bbdd40075af2 · outbound

This paper cites Equivariant message passing for the prediction of tensorial properties and molecular spectra.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Equivariant message passing for the prediction of tensorial properties and molecular spectra

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:58.330753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:42.827221Z digest=sha256:95a69031f75e29cab657f135867903533c09ce8e54dc37bdcf424d72bdeeb8b2

Observation f006b2ab-39d7-46d1-9c00-cd05fe976472 · outbound

This paper cites Lorentz group equivariant neural network for particle physics.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Lorentz group equivariant neural network for particle physics

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:58.176660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:42.940018Z digest=sha256:f84b9615a8501997c32e2d0effa4caf731eb553e8f23348bd53066c5b78ce6b7

Observation 860a832b-2606-49ca-8379-0070783543c7 · outbound

This paper cites E(n) equivariant graph neural networks.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows E(n) equivariant graph neural networks

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:58.017760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:43.094774Z digest=sha256:e3d053b2d5d35be049056a0448612b4d979cb0a351b87cd24bdde427d8ebfbbc

Observation 9adaedea-59a3-4658-be14-271f5f75474e · outbound

This paper cites Clark, and James Stokes.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Clark, and James Stokes

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:57.837741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:43.188946Z digest=sha256:0d97b81c65c6dcc0b8e43524ed32b217f58eac41ae70425b67fab01d66e2386f

Observation b7119fc5-9f50-426d-911d-69e94002d715 · outbound

This paper cites A theoretical perspective on mode collapse in variational inference.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows A theoretical perspective on mode collapse in variational inference

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:19:49.901156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:43.305311Z digest=sha256:b5fc7088a5c15bf06fafed1be9810bfc587f65936d04bbb1d7cb7b3961d91903

Observation b3e4acbf-5320-4165-bfc3-eb89a538e81e · outbound

This paper cites Bronstein, Joan Bruna, Yann LeCun, Arthur Szlam, and Pierre Vandergheynst.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Bronstein, Joan Bruna, Yann LeCun, Arthur Szlam, and Pierre Vandergheynst

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:43.486199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:43.486199Z digest=sha256:cce9964ebdccdfe14bca1f4cc38da61fa3016f295753a7f22a1cbe21ebff8488

Observation 2f8d8005-a9be-409d-b271-b6d4617cbb6c · outbound

This paper cites Gerken, Jimmy Aronsson, Oscar Carlsson, Hampus Linander, Fredrik Ohlsson, et al.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Gerken, Jimmy Aronsson, Oscar Carlsson, Hampus Linander, Fredrik Ohlsson, et al

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:57.537538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:43.578299Z digest=sha256:9c3179b68bf8a6dd6adcdbaf749234f782e8505a318818a6f6613f0482e88ace

Observation 20d19f97-e263-4f26-bc5a-b0d37fc65631 · outbound

This paper cites Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:43.690875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:43.690875Z digest=sha256:4070fe2b35691dc9db6aa3e79751565f8c5084146d83abce44b8f5c6eedaeef6

Observation ed19fb55-7cdf-4388-bbf0-d58b72685bca · outbound

This paper cites Equivariant flows: Exact likelihood generative learning for symmetric densities.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Equivariant flows: Exact likelihood generative learning for symmetric densities

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:57.355928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:43.744929Z digest=sha256:cc8310159514faab876f2ac0fcdbf09621ec0c765b9c4a504459b6559e5042a9

Observation 19f02e9a-b8f1-43f1-9b55-273026fb4049 · outbound

This paper cites E(n) equivariant normalizing flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows E(n) equivariant normalizing flows

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:57.181783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:43.831602Z digest=sha256:3921443c77e0c2ea05f4d91a72c655126c83baa4e39e85f2f1fffbe816ea2887

Observation 5ff27259-72d0-40d2-8ae6-a0ecfc8e5749 · outbound

This paper cites an unresolved cited work.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:19:57.021839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:44.031301Z digest=sha256:babef7455a21c4d54dd475e76bb60a2fba5a125456d4cf40c9bc455d668e6cd2

Observation 372fb57c-2b15-41ae-93fa-32a96efb5433 · outbound

This paper cites Equivariant Finite Normalizing Flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Equivariant Finite Normalizing Flows

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:19:49.694520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:44.163827Z digest=sha256:438cd91335712483712722d42bd2d923d21466af3ab4e64ebcbb1f9bee5ad2b5

Observation 6a8fa6c8-e9a0-43b6-b7bb-dab2e8e72eec · outbound

This paper cites Albergo, Denis Boyda, Kyle Cranmer, Daniel C.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Albergo, Denis Boyda, Kyle Cranmer, Daniel C

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:56.842860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:44.296236Z digest=sha256:abf943fdc73803aa44609ab01c359072c8a93d27a523a88204db5c608942a11a

Observation 37a26b31-d5f9-4f11-8372-65033edb345c · outbound

This paper cites Albergo, Kyle Cranmer, Daniel C.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Albergo, Kyle Cranmer, Daniel C

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:56.684062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:44.421468Z digest=sha256:8f93cf62b3f999683a41f692373d749f33334935734c059824cdffe6ac8a4e85

Observation 850e0c19-6239-4a11-8fdf-0901aab8e2d0 · outbound

This paper cites Simulating the Hubbard Model with Equivariant Normalizing Flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Simulating the Hubbard Model with Equivariant Normalizing Flows

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:44.545207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:44.545207Z digest=sha256:f9ba9d139f0cb612d5d7c2bdd511ec59f552d8511b5b18e94a292eec35f8c4ee

Observation 0efa4610-ed2b-4220-bc8b-93fc6defd151 · outbound

This paper cites Ballard, George Papamakarios, Stuart Abercrombie, Sébastien Racanière, et al.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Ballard, George Papamakarios, Stuart Abercrombie, Sébastien Racanière, et al

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:56.451129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:44.649451Z digest=sha256:de47dcafce66bdf095a699f72bbd420bc4b82edfde8501c3514b32b44d6b367e

Observation eebaecf1-1ee4-4c02-a75e-b93134d81661 · outbound

This paper cites Normalizing flows for atomic solids.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Normalizing flows for atomic solids

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:56.312062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:44.761337Z digest=sha256:b33774759c8f1fee46a3f8f732b3211c1ff6ed84b069dfd16b0d1d0d74854236

Observation 35c72769-29be-4866-9da9-3007c94a8a5e · outbound

This paper cites SE(3) equivariant augmented coupling flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows SE(3) equivariant augmented coupling flows

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:56.106235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:44.898387Z digest=sha256:438407b4e5ab98251a34a6a65da100f96bba96c38c6cadc39c8e4f0332421b96

Observation c8bb1821-bd4b-472e-ba40-b319f644ec56 · outbound

This paper cites Equivariant flow matching.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Equivariant flow matching

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:55.953218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:45.047759Z digest=sha256:56998875be2f8c4602c3841a9ae04cade610d631002bfc341fa25c9056ee9883

Observation 8a1ccca9-ee7b-4f37-bef2-bfe97bdd85d4 · outbound

This paper cites Diffusion models: A compre- hensive survey of methods and applications.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Diffusion models: A compre- hensive survey of methods and applications

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:55.723128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:45.180658Z digest=sha256:808f4575d3356910acb7331dea7d6c8032635ca9e7a24b010de802f3a52f8be9

Observation 0af65c55-f71b-4bd6-b831-c3009adf2a32 · outbound

This paper cites Equivariant diffusion for molecule generation in 3D.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Equivariant diffusion for molecule generation in 3D

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:55.581438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:45.303042Z digest=sha256:93a164d58392b37898c65f5e54d1594c4fd05118daae1d8749c0ee89b6a32337

Observation 267f0972-4390-4557-88fe-25adcb7ae2b5 · outbound

This paper cites Variational inference: A review for statisticians.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Variational inference: A review for statisticians

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:45.408274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:45.408274Z digest=sha256:e4bd2d4e0e7cb10e2824efa77f1d70548e1d8d059426f3650527f3bfdefd1efd

Observation 35ecc24e-26bf-4e05-bdf6-0a9341003096 · outbound

This paper cites NICE: non-linear independent components estimation.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows NICE: non-linear independent components estimation

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:55.310501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:45.551359Z digest=sha256:a47479204d63eabb23790c12f4c8bc3e47a59c2ceca396877ba4dfa6749ef0b7

Observation 6dab4264-5916-41a3-a6bb-5a449b68f053 · outbound

This paper cites Density estimation using real NVP.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Density estimation using real NVP

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:55.063970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:45.664011Z digest=sha256:9dbb3f8550ef687fd2b4ce62c229c04ac6517c7e55483c0daf803e2a5e67866e

Observation 5d40678c-80e0-4fa0-85ce-fa47e6a75304 · outbound

This paper cites Neural spline flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Neural spline flows

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:54.715895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:45.761370Z digest=sha256:d912da6b23d27ce25a18467ee04fe47b34d774c665421b4c169eb19f26ed32ba

Observation 3d66fb65-1341-48c1-935c-8d5025cdecb6 · outbound

This paper cites Glow: Generative flow with invertible 1x1 convolutions.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Glow: Generative flow with invertible 1x1 convolutions

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:45.893510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:45.893510Z digest=sha256:88ca767c859e13bbc681485275d69f55a2d63a2b6f73de8018957f96388679e4

Observation 36dad94b-1798-4697-b73d-00707b00d30c · outbound

This paper cites Normalizing flows for probabilistic modeling and inference.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Normalizing flows for probabilistic modeling and inference

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:54.422616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:46.028207Z digest=sha256:e9674abbf35ed25bf038ecb497b84c82bad42faf0827a26a78b7ecb7e9273d43

Observation 27abd17e-d982-469d-b625-81809d5678e0 · outbound

This paper cites Kullback and R.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Kullback and R

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:54.204318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:46.177782Z digest=sha256:618d59df9fd8b11983f5a303bc554bad845c9b1dba07b68b2b603b6390e5c292

Observation 42f545b9-12bc-4913-a84a-fe8e6dd8958a · outbound

This paper cites Invariant and equivariant graph networks.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Invariant and equivariant graph networks

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:46.352481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:46.352481Z digest=sha256:6c993828fbc577e7d36803dd42b57b636c62c9d2c3951ee0b5dc913f38b5288b

Observation d7872291-c559-4043-b17e-ffd03c5b9413 · outbound

This paper cites On the universality of invariant networks.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows On the universality of invariant networks

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:53.892513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:46.538954Z digest=sha256:b4ded54f5571336a123cc76a366d343e3550962444583bd2945b4d74a8a0418c

Observation c616b5af-c4f3-4dec-9b0f-6c8b471eb9d8 · outbound

This paper cites Expressive sign equivariant networks for spectral geometric learning.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Expressive sign equivariant networks for spectral geometric learning

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:53.626281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:46.702656Z digest=sha256:da2f9aef24926933e9ed74e79bdb905fccc82f95c76e7d474f917456e2a12302

Observation e3013108-ea8e-4d27-b85b-01c828f4c5a7 · outbound

This paper cites Stochastic normalizing flows as non-equilibrium transformations.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Stochastic normalizing flows as non-equilibrium transformations

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:53.311290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:46.826832Z digest=sha256:ed510ecd83259e3cb6eab7fb544f6708a90874dbda978982195b844f281f474f

Observation c7827ca0-4809-44d9-9a9e-6b473bcd2746 · outbound

This paper cites an unresolved cited work.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:19:53.043718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:46.971564Z digest=sha256:fc0be18e3c6617b1e11345940662d7f7b2e69ba125d65fe6ce43609ff7cb23ec

Observation 13e45a24-646d-44f8-973e-d5dd1434d5f7 · outbound

This paper cites Albergo, et al.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Albergo, et al

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:52.702336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:47.055182Z digest=sha256:951f138b0bffb61b7f1036e93a912bcfde37020626ea708dec8324bd07e3fd8e

Observation cb761e9f-6676-4b31-baf4-53031c3e1bdd · outbound

This paper cites Nicoli, Christopher J.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Nicoli, Christopher J

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:52.424159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:47.110615Z digest=sha256:1da8d74b345576a20f073b7d35b9e5a4a0051e12c4f6fb8349dcaf2433dd646d

Observation cca8c5cb-cd74-4e46-8b6c-5992d972efd9 · outbound

This paper cites Progress in Normalizing Flows for 4d Gauge Theories.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Progress in Normalizing Flows for 4d Gauge Theories

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:47.241887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:47.241887Z digest=sha256:277ccd1e9b45a931267da1637ae644a3cd88d99e37b65328f011d31d618a6d55

Observation f3b7c0ca-8fc1-4e0d-ba42-d43f70fec812 · outbound

This paper cites Nicoli, and Marco Panero.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Nicoli, and Marco Panero

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:52.174533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:47.333434Z digest=sha256:81617799e1eb8559070fe38e16f2f08a835aea2867340a937d78aa6518bf846f

Observation e1b887f6-a9bb-4746-919a-0ecf13eabdf4 · outbound

This paper cites Lecture notes on normalizing flows for lattice quantum field theories.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Lecture notes on normalizing flows for lattice quantum field theories

Reference 61

Resolution
verified exact
raw_fallback, observed 2026-08-07T14:19:49.379493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:47.475724Z digest=sha256:683fdbf6458aeb81d3b6078b54d95bb0c45d8a4dd7d4aeeaa22c7067fdb851ea

Observation 9cd45a37-f0d6-44e2-8ac3-17097ccdaccd · outbound

This paper cites Critical Properties of Phi4-Theories.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Critical Properties of Phi4-Theories

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:51.952917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:47.607663Z digest=sha256:2ba99c05530a00b0f16f456f0c0d0170b83db75a69036a672f077d53a706e6a1

Observation 0ac772f4-63c3-40d2-ab54-c2fc684899f8 · outbound

This paper cites Path-gradient estimators for continuous normalizing flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Path-gradient estimators for continuous normalizing flows

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:51.705483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:47.673770Z digest=sha256:0a551d37a10ed135a26147c2b3b564f6fa76e088ef96ab65ef35fb91915f4c57

Observation 4b775718-4bf6-4353-b0be-cba416bed104 · outbound

This paper cites Continual repeated annealed flow transport Monte Carlo.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Continual repeated annealed flow transport Monte Carlo

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:51.454011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:47.784523Z digest=sha256:158029c435fcf6b3d9479f77a983c2dd117e349b634e79051872c19bd62b2d00

Observation ea3c33a4-d022-484a-98aa-d96cae26c40b · outbound

This paper cites Fast and unified path gradient estimators for normalizing flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Fast and unified path gradient estimators for normalizing flows

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:51.135117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:47.897754Z digest=sha256:e90b46d8ec21f91e2f206f54a9f772df7a50d88d269a9dd459efcac417b782e1

Observation e8b175cb-e138-46a4-a3b0-a77e38057e89 · outbound

This paper cites Phases of n = 2 theories in two dimensions.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Phases of n = 2 theories in two dimensions

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:50.973453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:48.000499Z digest=sha256:fc079d6d402a6e7d00b67aedb41aaa133fbbf92fbe3f5f3086030cc8a4b8ca19

Observation 3db60ff3-f93e-4d41-b1f3-e5f561f114e4 · outbound

This paper cites Arovas, Erez Berg, Steven A.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Arovas, Erez Berg, Steven A

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:50.833915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:48.161720Z digest=sha256:e091720d7a9a3ad68019a9cda2cf20d1ea507d1e6608a97797d14198b66ef5e3

Observation 6a839b18-6e2c-4df2-862e-4c860f669498 · outbound

This paper cites an unresolved cited work.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:19:50.603234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:48.257809Z digest=sha256:1ad6423d48749f616a8654cd97c1f5f6f1db8ae9e5731d261d86304d5507ee29

Observation c3b6c833-7f4e-46c6-97bc-2a77e51b9185 · outbound

This paper cites Nicoli, Christopher J.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Nicoli, Christopher J

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:57.695566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:48.337325Z digest=sha256:b7e7e6dc13b8d1f762d55b5dfbb7e329a4ac760a66d13b0bc76c6bf384bde82a

Observation cc5c5cd1-2e11-4171-ac78-3e1cf37397c6 · outbound

This paper cites Neural spline flows.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Neural spline flows

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:48.426566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:48.426566Z digest=sha256:0ce631f3b45ce4ea5aff90655eb386fe7e17a251e1090f67404f8b361b24bb2b

Observation c9ce1eb0-df4a-4db3-aca8-021e4016cad6 · outbound

This paper cites Lähde, and Thomas Luu.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Lähde, and Thomas Luu

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:19:50.374286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T14:19:48.596912Z digest=sha256:23cf9cbb56c33df279ea3457b8e6c6e7525e1179a5943a003a51a7a6e2794bef

Observation 333a80ab-7d3f-4477-b3aa-c907213b6a2c · outbound

This paper cites Peskin and Daniel V.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows Peskin and Daniel V

Reference 72

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This paper cites An introduction to Goldstone boson physics and to the coset construction.

SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows An introduction to Goldstone boson physics and to the coset construction

Reference 73

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Scaling flow-based approaches for topology sampling in $\mathrm{SU}(3)$ gauge theory cites this paper.

Scaling flow-based approaches for topology sampling in $\mathrm{SU}(3)$ gauge theory SESaMo: Symmetry-Enforcing Stochastic Modulation for Normalizing Flows

Reference 69

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