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Paper Citation Record · LEDGER

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems

As of 8 August 2026, this Paper Citation Record lists 100 of 180 outbound references and 3 inbound Pith citation observations for arXiv:2505.18621.

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

pith.paper-citation-record.v1
2505.18621 v1

Coverage vector

measured 100 of 180 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:31:36.535807Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:01:09.518190Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T15:01:42.486380Z

Reference resolution

100 of 180 outbound references displayed

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Outbound references

Observation a4d17a67-9513-482c-a217-94b6e1c89243 · outbound

This paper cites Information theory and statistical mechanics.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Information theory and statistical mechanics

Reference 1

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Observation 0fda8728-5c30-4b7b-9ce9-f8d98afee35d · outbound

This paper cites Weitere studien über das wärmegleichgewicht unter gasmolekülen, vol- ume 66.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Weitere studien über das wärmegleichgewicht unter gasmolekülen, vol- ume 66

Reference 2

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Observation 222b3e69-1194-4cd6-a2e6-5b4004a36c18 · outbound

This paper cites Elementary principles in statistical mechanics: developed with especial reference to the rational foundations of thermodynamics.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Elementary principles in statistical mechanics: developed with especial reference to the rational foundations of thermodynamics

Reference 3

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Observation 2fb5f1bf-72ee-4819-bda6-9f298b193638 · outbound

This paper cites Neural networks and physical systems with emergent collective computational abilities.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Neural networks and physical systems with emergent collective computational abilities

Reference 4

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Observation 21e4811c-710d-4fbd-8cbe-fdb1e806e531 · outbound

This paper cites Carnegie-Mellon University, Department of Computer Science Pittsburgh, PA, 1984.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Carnegie-Mellon University, Department of Computer Science Pittsburgh, PA, 1984

Reference 5

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Observation aade8443-85c2-46db-89d5-5b55905f3edd · outbound

This paper cites A learning algorithm for boltzmann machines.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems A learning algorithm for boltzmann machines

Reference 6

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Observation 328b0567-237b-4013-b246-e8c7006258ff · outbound

This paper cites Learning and relearning in boltzmann machines.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Learning and relearning in boltzmann machines

Reference 7

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Observation 5d4999cf-164c-436d-a999-d49f125232af · outbound

This paper cites Training products of experts by minimizing contrastive divergence.Neural computation, 14(8):1771–1800, 2002.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Training products of experts by minimizing contrastive divergence.Neural computation, 14(8):1771–1800, 2002

Reference 8

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Observation b9b7ac33-5c6e-41eb-a193-843938521545 · outbound

This paper cites A tutorial on energy-based learning.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems A tutorial on energy-based learning

Reference 9

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Observation 58dfd9f5-095e-44fe-a9a8-f30d992d48e9 · outbound

This paper cites Implicit generation and modeling with energy based models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Implicit generation and modeling with energy based models

Reference 10

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Observation eec1ec42-f43b-4f95-bda1-1ae664ad64b3 · outbound

This paper cites Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One

Reference 11

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Observation 26d5cc05-c5ae-432e-869a-1c2207ca4e5b · outbound

This paper cites Statistical mechanics: a set of lectures.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Statistical mechanics: a set of lectures

Reference 12

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Observation 3a80a398-0758-4c73-8f4d-441d6e6f9253 · outbound

This paper cites Auto-Encoding Variational Bayes.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Auto-Encoding Variational Bayes

Reference 13

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Observation 4c81f1fa-12e6-4a24-be80-fb2ae41fdaf9 · outbound

This paper cites Stochastic backpropagation and approximate inference in deep generative models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Stochastic backpropagation and approximate inference in deep generative models

Reference 14

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Observation 7ac43710-646e-457d-a11d-332ccb8908f7 · outbound

This paper cites Improved variational inference with inverse autoregressive flow.Advances in neural informa- tion processing systems, 29, 2016.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Improved variational inference with inverse autoregressive flow.Advances in neural informa- tion processing systems, 29, 2016

Reference 15

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Observation db4a7077-3ec0-44f9-a88d-785ab0cda477 · outbound

This paper cites Variational diffusion models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Variational diffusion models

Reference 16

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Observation 3d6f2fa8-52ed-41af-a125-27276f0ad640 · outbound

This paper cites Poisson variational autoencoder.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Poisson variational autoencoder

Reference 17

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Observation c591f4bd-cecd-44e9-acb6-b660f26b1471 · outbound

This paper cites Sur la théorie relativiste de l’électron et l’interprétation de la mécanique quantique.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Sur la théorie relativiste de l’électron et l’interprétation de la mécanique quantique

Reference 18

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Observation b839d9ce-8db4-4708-aa5e-b96e7c3e74b3 · outbound

This paper cites Reciprocal relations in irreversible processes.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Reciprocal relations in irreversible processes

Reference 19

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Observation cdebc8c7-8f30-4b68-88d5-d64d76555486 · outbound

This paper cites Diffusion schrödinger bridge with applications to score-based generative modeling.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Diffusion schrödinger bridge with applications to score-based generative modeling

Reference 20

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Observation eb65a4c8-1614-4c45-ab5e-45158f4bac80 · outbound

This paper cites Deep unsuper- vised learning using nonequilibrium thermodynamics.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Deep unsuper- vised learning using nonequilibrium thermodynamics

Reference 21

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Observation b0fd2014-56c5-4ff1-ba80-bdbb141f50b8 · outbound

This paper cites Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020

Reference 22

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Observation 947e4a61-3455-4d18-828e-6a674647f4d5 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Score-Based Generative Modeling through Stochastic Differential Equations

Reference 23

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Observation 88352cae-fb35-4df0-a113-30607a420682 · outbound

This paper cites Correlation functions and computer simulations.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Correlation functions and computer simulations

Reference 24

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Observation 0ddfda32-1038-40a3-8fe3-3715bbe0039a · outbound

This paper cites Generative modeling by estimating gradients of the data distribution.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Generative modeling by estimating gradients of the data distribution

Reference 25

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Observation a8799e69-348e-4c68-a123-be9fa6c5abbf · outbound

This paper cites Fp-diffusion: Improving score-based diffusion models by enforcing the underlying score fokker-planck equation.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Fp-diffusion: Improving score-based diffusion models by enforcing the underlying score fokker-planck equation

Reference 26

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Observation 5513fbe6-c266-4917-a3ff-cebc69e6b52b · outbound

This paper cites Poisson flow generative models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Poisson flow generative models

Reference 27

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Observation 02d14366-4056-452d-a5f0-dc706db85ad9 · outbound

This paper cites Diffusion schrödinger bridge matching.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Diffusion schrödinger bridge matching

Reference 28

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Observation 2f395bf0-f7aa-47d9-9b25-5ba8b7bccf89 · outbound

This paper cites Transport meets Variational Inference: Controlled Monte Carlo Diffusions.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Transport meets Variational Inference: Controlled Monte Carlo Diffusions

Reference 29

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Observation 165d5388-bc7a-4b34-b280-eb449483fdd7 · outbound

This paper cites Escorted free energy simulations: Improving convergence by reducing dissipation.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Escorted free energy simulations: Improving convergence by reducing dissipation

Reference 30

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Observation cec6dafc-f7a7-4627-8ebe-0ce328903fa3 · outbound

This paper cites Jarzynski.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Jarzynski

Reference 31

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Observation f196fabe-9071-4176-bc9d-8391c1e032aa · outbound

This paper cites Entropy production along a stochastic trajectory and an integral fluctuation theorem.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Entropy production along a stochastic trajectory and an integral fluctuation theorem

Reference 32

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Observation 3e2bb9d1-ea4b-4247-a532-4765ff115ffc · outbound

This paper cites Density estimation using real nvp.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Density estimation using real nvp

Reference 33

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Observation d139ec43-383c-48f3-a38f-da288762e814 · outbound

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

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Glow: Generative flow with invertible 1x1 convolutions

Reference 34

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Observation 5a9ba611-5393-4de0-b44b-48df10d327bc · outbound

This paper cites Ffjord: Free-form continuous dynamics for scalable reversible generative models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Ffjord: Free-form continuous dynamics for scalable reversible generative models

Reference 35

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Observation b85df193-0d65-4172-bc77-8f8e6936b727 · outbound

This paper cites Pixel recurrent neural networks.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Pixel recurrent neural networks

Reference 36

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Observation 1699ecab-cde5-4b6a-a534-efa2e8e107b4 · outbound

This paper cites Attention is all you need.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Attention is all you need

Reference 37

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Observation e01863e9-6a24-4510-ba05-e083d51c74cd · outbound

This paper cites Improving language understanding by generative pre-training.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Improving language understanding by generative pre-training

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Observation f216206b-e7f3-4c9f-a9fa-ce422627a12a · outbound

This paper cites Generative adversarial nets.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Generative adversarial nets

Reference 39

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Observation 4607ec01-8b19-4c15-a6ba-9c0548cbaf95 · outbound

This paper cites Statistical Physics: Volume 5, volume 5.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Statistical Physics: Volume 5, volume 5

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Observation 09ff50b8-d9c4-4186-8320-f5af0f578de0 · outbound

This paper cites Restricted boltzmann machines for collaborative filtering.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Restricted boltzmann machines for collaborative filtering

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Observation bcbe9c8e-833a-46dc-ae3c-701aa173e38a · outbound

This paper cites Statistical mechanics: A short treatise.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Statistical mechanics: A short treatise

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Observation 9b1908eb-b6ea-4b05-bcf1-2727ded16d25 · outbound

This paper cites Flow contrastive estimation of energy-based models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Flow contrastive estimation of energy-based models

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Observation 2071236b-a219-4232-8a82-0c4c3003e7be · outbound

This paper cites On the anatomy of mcmc-based maximum likelihood learning of energy-based models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems On the anatomy of mcmc-based maximum likelihood learning of energy-based models

Reference 44

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Observation caddd5cc-b2dc-47b9-bfad-3f409de60521 · outbound

This paper cites Equation of state calculations by fast computing machines.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Equation of state calculations by fast computing machines

Reference 45

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Observation 87beab37-ff0d-4759-a4e7-18e2384b159c · outbound

This paper cites Keith Hastings.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Keith Hastings

Reference 46

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source=pdf_text observed=2026-08-07T14:31:32.553952Z digest=sha256:bf0f9eb59be1d5cc650286fa24f76f91af7871c0196b878f026707465f207581

Observation 474991bb-935e-4c33-8ade-708dcdb20c15 · outbound

This paper cites Stochastic relaxation, gibbs distributions, and the bayesian restoration of images.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Stochastic relaxation, gibbs distributions, and the bayesian restoration of images

Reference 47

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source=pdf_text observed=2026-08-07T14:31:32.598856Z digest=sha256:b7238f8f3b2c51a60b6cb2fc2b01a1ba1e75c4a24941614be1be680fb2c95daf

Observation 51c7c24d-af18-4b99-9cf3-7505b599f45d · outbound

This paper cites Reflected diffusion models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Reflected diffusion models

Reference 48

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source=pdf_text observed=2026-08-07T14:31:32.657552Z digest=sha256:74a531ab88d1f3b4818c1f0c3dee66d7af2882773a13826ecd06fc3e385dc6ff

Observation 660e4fdc-e395-417a-ad04-1f6b8ef37335 · outbound

This paper cites Flow++: Improving flow-based generative models with variational dequantization and architecture design.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Flow++: Improving flow-based generative models with variational dequantization and architecture design

Reference 49

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Observation 7f3e71f2-2694-4735-98f6-633480374db7 · outbound

This paper cites Diffusion normalizing flow.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Diffusion normalizing flow

Reference 50

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source=pdf_text observed=2026-08-07T14:31:32.776121Z digest=sha256:4c9e3de2360b6805b8f9348f4f762f50c98ad370e3207f989303c6c7d5d74c2a

Observation a70132c2-f655-484d-8a01-1ef9d794d85b · outbound

This paper cites Light and optimal schrödinger bridge matching.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Light and optimal schrödinger bridge matching

Reference 51

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source=pdf_text observed=2026-08-07T14:31:32.835872Z digest=sha256:5ff3afc2ec95a38066f8fddd5ff6a994f8043fcd70466fbd5be2044f32390d79

Observation e7a20ae5-30f0-4a3f-b366-b02f4e1ffb12 · outbound

This paper cites Time, structure, and fluctuations.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Time, structure, and fluctuations

Reference 52

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source=pdf_text observed=2026-08-07T14:31:32.879983Z digest=sha256:47f12b19ced27cfcbbdba71fc47c646ebe229d236b272916fb21d6a4ecc339c9

Observation b4a1a6aa-daab-446c-a060-abf91d72bb45 · outbound

This paper cites Non-equilibrium statistical mechanics.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Non-equilibrium statistical mechanics

Reference 53

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Observation 269c5a37-8068-415a-9450-b9d1fb578dc1 · outbound

This paper cites Equilibrium free-energy differences from nonequilibrium measure- ments: A master-equation approach.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Equilibrium free-energy differences from nonequilibrium measure- ments: A master-equation approach

Reference 54

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source=pdf_text observed=2026-08-07T14:31:32.961735Z digest=sha256:c048e7a4b89348e639ee08bd5fdb4b153768f49ee92f1cd20daf9a854942b2b0

Observation dd9aed96-2b63-4b14-a8a5-1b9b3a3ac03f · outbound

This paper cites Annealed importance sampling.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Annealed importance sampling

Reference 55

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source=pdf_text observed=2026-08-07T14:31:33.033815Z digest=sha256:5e06a25fba5608a6bea73d41e23b2040412fe5bdd32414a6eae3ce65b7afca21

Observation 6a71e5a4-f630-4ced-953c-28394ed9f3a8 · outbound

This paper cites Entropy production fluctuation theorem and the nonequilibrium work relation for free energy differences.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Entropy production fluctuation theorem and the nonequilibrium work relation for free energy differences

Reference 56

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source=pdf_text observed=2026-08-07T14:31:33.074413Z digest=sha256:e11ec19705ff16677ea55ca0591b026b0e942da56b1e81527da6ef676d34677d

Observation 6049f35b-6dd4-4905-bd44-0b514a973d7f · outbound

This paper cites Representations of knowledge in complex systems.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Representations of knowledge in complex systems

Reference 57

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source=pdf_text observed=2026-08-07T14:31:33.116034Z digest=sha256:490f65b9bfe8285b6afdb0f91bd6ab70ad45d9afb88c6d21c657c321937e6891

Observation de50962e-614d-476c-91f0-4d361bd60bf6 · outbound

This paper cites Stochastic differential equations.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Stochastic differential equations

Reference 58

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source=pdf_text observed=2026-08-07T14:31:33.159938Z digest=sha256:f45d7ecddd08ed706f81b9775953097a5b7fea6c4de1222c1bd355d0ef636ddd

Observation ad4ff37d-257e-4138-b49b-1d7055452ea8 · outbound

This paper cites Closing the ODE-SDE gap in score-based diffusion models through the Fokker-Planck equation.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Closing the ODE-SDE gap in score-based diffusion models through the Fokker-Planck equation

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source=pdf_text observed=2026-08-07T14:31:33.226200Z digest=sha256:ebea25824db6a5f27d7a44eb36281059336dd355d0d735d2d30156a900280711

Observation 6d806730-2935-496d-be3a-14ab541f1154 · outbound

This paper cites A connection between score matching and denoising autoencoders.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems A connection between score matching and denoising autoencoders

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source=pdf_text observed=2026-08-07T14:31:33.360595Z digest=sha256:d158afcb39fbf2f38f29b511549a46cdd6309182b8c40d2d170161620e44c283

Observation 9e76f50b-5f2c-4d38-adf4-720c72dd94fe · outbound

This paper cites Sliced score matching: A scalable approach to density and score estimation.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Sliced score matching: A scalable approach to density and score estimation

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source=pdf_text observed=2026-08-07T14:31:33.463814Z digest=sha256:b7da253e409dcbd48090e845f48a110399f7065f0d509e1312e8a56fb56528e9

Observation 45451d5a-79a1-4f65-9f2d-f7ae082d1859 · outbound

This paper cites GenPhys: From Physical Processes to Generative Models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems GenPhys: From Physical Processes to Generative Models

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source=pdf_text observed=2026-08-07T14:31:33.576782Z digest=sha256:7c47250c1b3ff9c9a73c9c0c5f30cd620f32a404483183bb45579c40ebca29c7

Observation 32fccc3d-743a-48a2-bb63-8a370fb9fbde · outbound

This paper cites Flow Matching for Generative Modeling.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Flow Matching for Generative Modeling

Reference 63

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source=pdf_text observed=2026-08-07T14:31:33.660952Z digest=sha256:beca68c226cee5ad87986f9b16112ce1d200d28eeb01515e28d2d3e20dd9a905

Observation 74a81106-d387-47a2-8843-ecec2503e8b8 · outbound

This paper cites A survey of the Schr\"odinger problem and some of its connections with optimal transport.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems A survey of the Schr\"odinger problem and some of its connections with optimal transport

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source=pdf_text observed=2026-08-07T14:31:33.723013Z digest=sha256:d08ce366c7fa64aa84af11b47f5d74f2ad0dec20d5604eaa3d2a975dcf408bbb

Observation 3f655f96-3f3e-4372-97c3-162455a2b026 · outbound

This paper cites Optimal transport in systems and control.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Optimal transport in systems and control

Reference 65

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source=pdf_text observed=2026-08-07T14:31:33.822093Z digest=sha256:7e98b5a90f29da38e5ad7578a81418a3dca368c78b0ef3f965fa17d33e10d4e9

Observation 1da4a50c-2c92-4425-9044-ea79e219b4cc · outbound

This paper cites beta-vae: Learning basic visual concepts with a constrained variational framework.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems beta-vae: Learning basic visual concepts with a constrained variational framework

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source=pdf_text observed=2026-08-07T14:31:33.921122Z digest=sha256:a237e855ab25f7bd3f48ab18e2fdc03fe961e9f1cb8d55002ca100e439ebe312

Observation 9adff915-2866-4106-870c-51c2dc3e06e0 · outbound

This paper cites An introduction to variational methods for graphical models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems An introduction to variational methods for graphical models

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source=pdf_text observed=2026-08-07T14:31:34.018070Z digest=sha256:70cd2809fd608c8dcedc63f2723ca69778ce616e083ad9a6b9bf851d37b13156

Observation ba1f11f9-75ae-41d8-9100-30e1ae9dfc8d · outbound

This paper cites Information theory, inference and learning algorithms.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Information theory, inference and learning algorithms

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source=pdf_text observed=2026-08-07T14:31:34.081225Z digest=sha256:dab7e427c0500717b5e40accd7e475ee44facbe7cd68e54859491128694ee1ba

Observation 0c8522db-a3e9-4706-9c1e-77d85e6baec3 · outbound

This paper cites WaveNet: A Generative Model for Raw Audio.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems WaveNet: A Generative Model for Raw Audio

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source=pdf_text observed=2026-08-07T14:31:34.143637Z digest=sha256:be93620449d84552fb763d4a90e5f80667fd21fdb8cac9bd9b5a795819358ce6

Observation e7968fa8-e983-4e87-b187-a59c031e8333 · outbound

This paper cites Generative pretraining from pixels.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Generative pretraining from pixels

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source=pdf_text observed=2026-08-07T14:31:34.221478Z digest=sha256:30be5bf1e28e85a25944a7e3fd4a18b5cd18d6d2de327ef658f7f0cc19d4f084

Observation e7dfba10-b668-464b-9a3f-da58d0dd2a82 · outbound

This paper cites A neural probabilistic language model.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems A neural probabilistic language model

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source=pdf_text observed=2026-08-07T14:31:34.310651Z digest=sha256:5a166f58e30902bdc462ff60f6bed7953efee5b70f957ed29a7088942bdc55e8

Observation 33b2db9e-d9ce-4a08-b877-d2819de958ec · outbound

This paper cites Generating text with recurrent neural networks.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Generating text with recurrent neural networks

Reference 72

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source=pdf_text observed=2026-08-07T14:31:34.352793Z digest=sha256:8e9c620d5516dfaaa860032a176d059210e1af0fdfe2ae1218ba9cd7206bffac

Observation 5e7d034f-2d52-4b90-9861-feddd63bf804 · outbound

This paper cites Language models are few-shot learners.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Language models are few-shot learners

Reference 73

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source=pdf_text observed=2026-08-07T14:31:34.425402Z digest=sha256:0ceae407cf781ea16f7a6e4a8b2a227d4087abbc5681dc017472b8424c77664f

Observation 5a9ed73c-6ed8-45db-b5e8-81e3b25f49d1 · outbound

This paper cites Magvit: Masked generative video transformer.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Magvit: Masked generative video transformer

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source=pdf_text observed=2026-08-07T14:31:34.501015Z digest=sha256:193a8efc100aa6c5fed212467a5cfadfcf45dcf94b17f481ebfcde197a65997a

Observation 0fb207c1-7d0f-43aa-bf9b-dcb7c7fb19fb · outbound

This paper cites Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

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source=pdf_text observed=2026-08-07T14:31:34.559429Z digest=sha256:7bb76088b42156613198c20aab8588f2714fcce5093a00045a478fa8953c75c4

Observation a7345157-ef13-4e39-9edb-aa805906fec4 · outbound

This paper cites Large Scale GAN Training for High Fidelity Natural Image Synthesis.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Large Scale GAN Training for High Fidelity Natural Image Synthesis

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Observation 56a6659b-b7c4-46a5-8fdb-3dca9d73e04d · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems A style-based generator architecture for generative adversarial networks

Reference 77

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source=pdf_text observed=2026-08-07T14:31:34.683882Z digest=sha256:56f787b2a769c0965025fcb298989a564939002574808469d117bb61a19a016f

Observation 3dba1c1e-0bcf-4ecd-9474-7ba4ad08fed0 · outbound

This paper cites Analyzing and improving the image quality of stylegan.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Analyzing and improving the image quality of stylegan

Reference 78

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source=pdf_text observed=2026-08-07T14:31:34.780502Z digest=sha256:797a0c7c3026f2363dd13e359f89111736e0c98301ba27bd9b8b329abf19b9d6

Observation 615fc6d2-82fc-4817-a4b3-433b68067864 · outbound

This paper cites Predicting the Energy Landscape of Stochastic Dynamical System via Physics-informed Self-supervised Learning.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Predicting the Energy Landscape of Stochastic Dynamical System via Physics-informed Self-supervised Learning

Reference 79

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source=pdf_text observed=2026-08-07T14:31:34.836642Z digest=sha256:23fedfa28ad035a9d26cda2fa7f14d7c0c620dfcc1e7c2059fc0606cf9f02d87

Observation 0706091f-01c8-4372-9461-5c3f856430e5 · outbound

This paper cites Latent Representation and Simulation of Markov Processes via Time-Lagged Information Bottleneck.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Latent Representation and Simulation of Markov Processes via Time-Lagged Information Bottleneck

Reference 80

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source=pdf_text observed=2026-08-07T14:31:34.911858Z digest=sha256:d8aa4f5c32e60ccac07cab64f5cfe438e8f0795d56ffc53e2f57b0071d0fd7ac

Observation c51ee352-fb92-4427-bf7c-0b94ffcb0beb · outbound

This paper cites Emergence of polarization in coevolving networks.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Emergence of polarization in coevolving networks

Reference 81

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source=pdf_text observed=2026-08-07T14:31:34.968597Z digest=sha256:8678f0a1a7d589561537810eeb7633022a442480dd83e1b03920f4e6f3cb4b8d

Observation 26cd7a18-91a3-4cd3-9ccb-c8ff740015f2 · outbound

This paper cites Correlated Growth of Causal Networks.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Correlated Growth of Causal Networks

Reference 82

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local_arxiv, observed 2026-08-07T14:31:46.360248Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T14:31:35.035609Z digest=sha256:4f3fa93dc235d1fa95b8d8cc4d3f509c1db1848ebfc186827d4baaac25e33d63

Observation 9bfbb2ca-a99b-46c3-934d-a86223fa1fbc · outbound

This paper cites Dynamical Phase Transitions in Non-equilibrium Networks.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Dynamical Phase Transitions in Non-equilibrium Networks

Reference 83

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local_arxiv, observed 2026-08-07T14:31:46.126767Z

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source=pdf_text observed=2026-08-07T14:31:35.087885Z digest=sha256:c82fa75d9588ee75c0df639705cc6bcff9db39384e0e82bc034e831a12447e88

Observation de042aa4-6398-44b9-aa79-20459b2232c4 · outbound

This paper cites Non-equilibrium statistical mechanics: from a paradigmatic model to biological transport.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Non-equilibrium statistical mechanics: from a paradigmatic model to biological transport

Reference 84

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Observation 294c3e37-550e-4642-a668-97d5cdbda165 · outbound

This paper cites Brownian motors: noisy transport far from equilibrium.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Brownian motors: noisy transport far from equilibrium

Reference 85

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verified exact
doi, observed 2026-08-07T14:31:45.392931Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T14:31:35.251996Z digest=sha256:bf44dcf655e397a66870f643a28b1ced16e5bb0618ddc16c51e84e976629ccdb

Observation 6a8de8ff-97c2-459f-b16c-7e5eb5076a6d · outbound

This paper cites Learning nonequilibrium statistical mechanics and dynamical phase transitions.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Learning nonequilibrium statistical mechanics and dynamical phase transitions

Reference 86

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source=pdf_text observed=2026-08-07T14:31:35.353730Z digest=sha256:b4521fa458b242cb0108598a353591273d676edefc24acd23a82b619a7b5243b

Observation 18014ec2-0bad-476c-b888-dff59ec3c3c0 · outbound

This paper cites Ai-nerd: Elucidation of relaxation dynamics beyond equilibrium via deep learning.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Ai-nerd: Elucidation of relaxation dynamics beyond equilibrium via deep learning

Reference 87

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doi, observed 2026-08-07T14:31:45.220621Z

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source=pdf_text observed=2026-08-07T14:31:35.410297Z digest=sha256:67a065fb5b3e4653b0816f21ef7de8ed97baf9c6bc9389d8ba333b944df40da2

Observation dd021a52-ca2b-4909-af89-c58f858bffd1 · outbound

This paper cites Stochastic optimal control for collective variable free sampling of molecular transition paths.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Stochastic optimal control for collective variable free sampling of molecular transition paths

Reference 88

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source=pdf_text observed=2026-08-07T14:31:35.463993Z digest=sha256:0dae2092a16cda9c0113ef98403cb653f760885fbf151ad090873d94b8059bd9

Observation 0de6a0de-fa37-483b-b408-78bc867979df · outbound

This paper cites Flowmm: Generating materials with riemannian flow matching.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Flowmm: Generating materials with riemannian flow matching

Reference 89

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source=pdf_text observed=2026-08-07T14:31:35.533077Z digest=sha256:f80a0d5c40b987d6178b383edccd2f9191bcff3d069708ba017d94ee73ea5172

Observation 93ca559d-72f0-49d5-8712-2308deda22ce · outbound

This paper cites Crystal graph convolutional neural networks for an accurate and interpretable prediction of material properties.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Crystal graph convolutional neural networks for an accurate and interpretable prediction of material properties

Reference 90

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source=pdf_text observed=2026-08-07T14:31:35.554168Z digest=sha256:84ee8f5eda09f8c495b8085d6daf853bd258b8a4f50f0448afea259d44267a82

Observation df59d764-a9c8-4fca-b2c2-d7457ef56faa · outbound

This paper cites Crystal structure prediction by joint equivariant diffusion.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Crystal structure prediction by joint equivariant diffusion

Reference 91

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source=pdf_text observed=2026-08-07T14:31:35.556652Z digest=sha256:2f00e014abedf76ef8f27b73a08211a0d6030956e745812161fe8cfad1ec173c

Observation a4523d24-cd2b-425d-b1c6-d6528241188b · outbound

This paper cites MolGAN: An implicit generative model for small molecular graphs.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems MolGAN: An implicit generative model for small molecular graphs

Reference 92

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source=pdf_text observed=2026-08-07T14:31:35.560089Z digest=sha256:ecb2746a9d9574ad0444010919836bbed8793af7299b489a8494eaa3e87497b4

Observation 15dffb73-1dae-4918-b970-45cd8f0a2496 · outbound

This paper cites Diffbp: Generative diffusion of 3d molecules for target protein binding.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Diffbp: Generative diffusion of 3d molecules for target protein binding

Reference 93

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source=pdf_text observed=2026-08-07T14:31:35.638419Z digest=sha256:924337446b14a8e2a95b441c4245436481dd11ce7aa9ffe1ad0952c4595bf280

Observation 5ee10e85-794d-47ea-aa4a-f0f7330b5ae8 · outbound

This paper cites GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation

Reference 94

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source=pdf_text observed=2026-08-07T14:31:35.764438Z digest=sha256:1e46f3f584dfc8694723c89ede98e7d6c857c518cea980bd91811d1e709264fc

Observation 127ef896-6d8b-4db4-903a-685ea71e2505 · outbound

This paper cites A generative model for inorganic materials design.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems A generative model for inorganic materials design

Reference 95

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source=pdf_text observed=2026-08-07T14:31:35.884595Z digest=sha256:7d6ca2a04de3d67b908bc7aeac7a53b2ae5c2245457babf8897b1f3ceee4655b

Observation d4f540c0-7d80-4a67-a622-eb27b7da4f1b · outbound

This paper cites SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models

Reference 96

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source=pdf_text observed=2026-08-07T14:31:36.042603Z digest=sha256:ee6b7e11ff64f4088d2d1cabb4a333c4b089c5f7932a504d05a9eb201f478ceb

Observation a49ad50a-d8ac-489e-9a4a-37ec1150c16d · outbound

This paper cites Model scale versus domain knowledge in statistical forecasting of chaotic systems.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Model scale versus domain knowledge in statistical forecasting of chaotic systems

Reference 97

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source=pdf_text observed=2026-08-07T14:31:36.215786Z digest=sha256:b198c3014733eadb1cadde344797b5882ff5c2da3aa2cf1d23f929c50ee229cf

Observation 56dfea21-ea6c-40c6-b073-24755b4fcdc4 · outbound

This paper cites Predicting long-term dynamics of complex networks via identifying skeleton in hyperbolic space.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Predicting long-term dynamics of complex networks via identifying skeleton in hyperbolic space

Reference 98

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source=pdf_text observed=2026-08-07T14:31:36.284681Z digest=sha256:989a1c24d3ee23b71dc4d7c414f10d52672b9696033f2d8ac70a4cfc5ca93a05

Observation 7961cfe2-93ae-42a8-8ff2-1944271126e2 · outbound

This paper cites Integrating artificial intelligence with mechanistic epidemiological modeling: a scoping review of opportunities and challenges.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems Integrating artificial intelligence with mechanistic epidemiological modeling: a scoping review of opportunities and challenges

Reference 99

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source=pdf_text observed=2026-08-07T14:31:36.400144Z digest=sha256:7d35fcd9e03bc80d15c279b772ecf63f18d44270d022668b9e087b6646778fca

Observation fcf4932e-64e6-44d9-bf0c-d9634a474068 · outbound

This paper cites A Comprehensive Survey on Artificial Intelligence for Complex Network: Potential, Methodology and Application.

Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems A Comprehensive Survey on Artificial Intelligence for Complex Network: Potential, Methodology and Application

Reference 100

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source=pdf_text observed=2026-08-07T14:31:36.535807Z digest=sha256:e81e351a7d8b4cd3dd945e76a9e930d4e222bdafae639fbabd51caeb6aea2a42

Pith citing papers

Observation 82223e2c-88e8-4045-abb6-da0b3a992024 · inbound

Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion cites this paper.

Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems

Reference 11

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arxiv_id, observed 2026-05-22T15:01:42.488980Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-22T14:59:37.970053Z digest=sha256:66a0848d83594f46cc812b774575798f94535cf04de7b5375b69710f6bb1ae67

Observation 258983d6-c81b-4689-afc4-1c077a1ebb69 · inbound

Measurement-Based Quantum Diffusion Models cites this paper.

Measurement-Based Quantum Diffusion Models Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems

Reference 16

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arxiv_id, observed 2026-05-18T23:51:54.891214Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T23:49:02.965021Z digest=sha256:e441e79c9ffcf4b09d41234e49e92c3e47a8e3d778843868ce0e4d26f14c6026

Observation 06d54946-56a6-4b2e-9b2b-8743dbb488be · inbound

Quantum Reversibility Meets Classical Reverse Diffusion cites this paper.

Quantum Reversibility Meets Classical Reverse Diffusion Beyond Equilibrium: Non-Equilibrium Foundations Should Underpin Generative Processes in Complex Dynamical Systems

Reference 30

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