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Paper Citation Record · LEDGER

Local exponential stability of mean-field Langevin descent-ascent and associated particle system

As of 21 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 2 inbound Pith citation observations for arXiv:2602.01564.

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

pith.paper-citation-record.v1
2602.01564 v2

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T05:41:58.135066Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T21:18:36.302221Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T21:20:18.429658Z

Reference resolution

56 of 56 outbound references displayed

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External citation measurements

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Outbound references

Observation a8004dc4-1688-4f94-ba03-cace217e3323 · outbound

This paper cites Wasserstein generative adversarial networks.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Wasserstein generative adversarial networks

Reference 1

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Observation 3a7fd263-0ce7-4935-9810-da2f2fd4daef · outbound

This paper cites u rich. Birkh \.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system u rich. Birkh \

Reference 2

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Observation f4f3aeac-3258-427d-aa29-210cb9a25c0e · outbound

This paper cites Convergence of two-timescale gradient descent ascent dynamics: finite-dimensional and mean-field perspectives.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Convergence of two-timescale gradient descent ascent dynamics: finite-dimensional and mean-field perspectives

Reference 3

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Observation 9b3a689e-d98e-4b01-a3cf-763f169b1f44 · outbound

This paper cites Analysis and geometry of Markov diffusion operators , volume 348.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Analysis and geometry of Markov diffusion operators , volume 348

Reference 4

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Observation 9ea84fea-e054-405b-b5ea-715eb683d151 · outbound

This paper cites an unresolved cited work.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Unresolved cited work

Reference 5

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Observation 05a13558-007a-43f2-85f6-37b1f82cad1a · outbound

This paper cites Functional Analysis, Sobolev Spaces and Partial Differential Equations.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Functional Analysis, Sobolev Spaces and Partial Differential Equations

Reference 6

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Observation 33a17631-c04f-438c-961b-700c3124aaca · outbound

This paper cites On the global convergence of gradient descent for over-parameterized models using optimal transport.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system On the global convergence of gradient descent for over-parameterized models using optimal transport

Reference 7

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Observation a5ed1576-296c-4417-8c41-b1d4f0fb5bda · outbound

This paper cites Mean-field langevin dynamics: Exponential convergence and annealing.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Mean-field langevin dynamics: Exponential convergence and annealing

Reference 8

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Observation 786cacfc-6448-4710-8903-28b3268b68fa · outbound

This paper cites Coupled Wasserstein Gradient Flows for Min-Max and Cooperative Games.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Coupled Wasserstein Gradient Flows for Min-Max and Cooperative Games

Reference 9

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Observation eef85333-5115-493f-b2da-80d11d20fb34 · outbound

This paper cites Wasserstein- ojasiewicz inequalities and asymptotics of mckean-vlasov equation.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Wasserstein- ojasiewicz inequalities and asymptotics of mckean-vlasov equation

Reference 10

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Observation 9c489458-bad8-4353-9c1b-45cea485f694 · outbound

This paper cites Carrillo, Robert J.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Carrillo, Robert J

Reference 11

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Observation 47904b25-5956-400f-ad03-4b810a2c0a3d · outbound

This paper cites On the convergence of min-max langevin dynamics and algorithm.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system On the convergence of min-max langevin dynamics and algorithm

Reference 12

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Observation c7b4f3e8-a82b-434a-bfcf-f7d1536f6760 · outbound

This paper cites A mean-field analysis of two-player zero-sum games.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system A mean-field analysis of two-player zero-sum games

Reference 13

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Observation e8fcc3bc-c77b-4171-a869-088d73cc2b82 · outbound

This paper cites Convergence rates of two-time-scale gradient descent-ascent dynamics for solving nonconvex min-max problems.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Convergence rates of two-time-scale gradient descent-ascent dynamics for solving nonconvex min-max problems

Reference 14

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Observation 9ddecf50-24c6-4361-af4f-fee86d6579f5 · outbound

This paper cites Reducing exit-times of diffusions with repulsive interactions.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Reducing exit-times of diffusions with repulsive interactions

Reference 15

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Observation 43566c86-6a4f-4abe-bef8-c50e75757970 · outbound

This paper cites The complexity of constrained min-max optimization.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system The complexity of constrained min-max optimization

Reference 16

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Observation 973820fa-20c1-4f20-948f-cb66f5f8d9f8 · outbound

This paper cites Quantitative harris-type theorems for diffusions and mckean--vlasov processes.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Quantitative harris-type theorems for diffusions and mckean--vlasov processes

Reference 17

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system Unresolved cited work

Reference 18

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Observation d9e70dd9-df0f-4a2b-8023-84535caec2e5 · outbound

This paper cites Do gans always have nash equilibria? In International Conference on Machine Learning , pages 3029--3039.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Do gans always have nash equilibria? In International Conference on Machine Learning , pages 3029--3039

Reference 19

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system A certain class of diffusion processes associated with nonlinear parabolic equations

Reference 20

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system Unresolved cited work

Reference 21

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This paper cites Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio

Reference 22

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system Gilbarg and N

Reference 23

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This paper cites Exponential Ergodicity in Relative Entropy and $L^2$-Wasserstein Distance for non-equilibrium partially dissipative Kinetic SDEs.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Exponential Ergodicity in Relative Entropy and $L^2$-Wasserstein Distance for non-equilibrium partially dissipative Kinetic SDEs

Reference 24

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This paper cites Finding mixed N ash equilibria of generative adversarial networks.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Finding mixed N ash equilibria of generative adversarial networks

Reference 25

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This paper cites Mean-field langevin dynamics and energy landscape of neural networks.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Mean-field langevin dynamics and energy landscape of neural networks

Reference 26

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This paper cites On gradient descent-ascent flows in metric spaces.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system On gradient descent-ascent flows in metric spaces

Reference 27

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This paper cites What is local optimality in nonconvex-nonconcave minimax optimization? In International conference on machine learning , pages 4880--4889.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system What is local optimality in nonconvex-nonconcave minimax optimization? In International conference on machine learning , pages 4880--4889

Reference 28

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Observation 57bdd3a5-2e6d-47dc-97ce-766352671b86 · outbound

This paper cites Symmetric mean-field langevin dynamics for minimax optimization.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Symmetric mean-field langevin dynamics for minimax optimization

Reference 29

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system Unresolved cited work

Reference 30

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system Transformers learn nonlinear features in context: nonconvex mean-field dynamics on the attention landscape

Reference 31

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Observation c0aea772-7ee3-4a2e-a700-f0ec2b265d7f · outbound

This paper cites Second order parabolic differential equations.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Second order parabolic differential equations

Reference 32

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Observation baa74c16-4c83-45fe-97c5-4648a88d9d67 · outbound

This paper cites Convergence of mean-field L angevin stochastic descent-ascent for distributional minimax optimization.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Convergence of mean-field L angevin stochastic descent-ascent for distributional minimax optimization

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Observation 6b83130e-4958-4e27-b839-eb2ebc7782c3 · outbound

This paper cites Convergence of Time-Averaged Mean Field Gradient Descent Dynamics for Continuous Multi-Player Zero-Sum Games.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Convergence of Time-Averaged Mean Field Gradient Descent Dynamics for Continuous Multi-Player Zero-Sum Games

Reference 34

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Observation fc3e6f43-b227-48bd-adf0-19d8cf28f541 · outbound

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system Some geometric calculations on W asserstein space

Reference 35

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Observation 9fa64469-fa21-4345-82cf-8f8bf9124955 · outbound

This paper cites Two-scale gradient descent ascent dynamics finds mixed N ash equilibria of continuous games: A mean-field perspective.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Two-scale gradient descent ascent dynamics finds mixed N ash equilibria of continuous games: A mean-field perspective

Reference 36

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system A convexity principle for interacting gases

Reference 37

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Observation 0bb8e105-fc6e-42a4-b62b-627c9974f51b · outbound

This paper cites an unresolved cited work.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Unresolved cited work

Reference 38

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Observation 56f64803-1f6f-43ec-bb18-295c8a28d251 · outbound

This paper cites The numerics of gans.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system The numerics of gans

Reference 39

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source=arxiv_source observed=2026-08-03T05:41:56.645493Z digest=sha256:6063cbe8421dae7747a4f427a0fc52f9d56fd6f7dd3f97af2e91cb3fe267e3e8

Observation c03ec297-9804-4ae6-b2fd-6b9c95e8fdb5 · outbound

This paper cites Local convergence rates for wasserstein gradient flows and mckean-vlasov equations with multiple stationary solutions.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Local convergence rates for wasserstein gradient flows and mckean-vlasov equations with multiple stationary solutions

Reference 40

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source=arxiv_source observed=2026-08-03T05:41:56.751708Z digest=sha256:f521f3ac02df7e69700af4e17cbf1544164977f545e368553ea775a87037a2e1

Observation 98fbd5b7-f8bc-4c77-a765-157ff4919783 · outbound

This paper cites Learning in games via reinforcement and regularization.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Learning in games via reinforcement and regularization

Reference 41

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source=arxiv_source observed=2026-08-03T05:41:56.875813Z digest=sha256:5d7fb80847882dfe00ea79d38e2014b732cd53a9875e699ee52c4281e9664678

Observation 4832dc72-a463-4e0e-a209-4de2c75fa6b4 · outbound

This paper cites On finding local nash equilibria (and only local nash equilibria) in zero-sum games.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system On finding local nash equilibria (and only local nash equilibria) in zero-sum games

Reference 42

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source=arxiv_source observed=2026-08-03T05:41:57.013276Z digest=sha256:fcf1d0e64ce3f8a5b26b8049b586704d6c7715fc5d0378b081eafad84a76ab84

Observation ba7532b1-841a-4b2a-bcca-c486d992c718 · outbound

This paper cites Provably convergent quasistatic dynamics for mean-field two-player zero-sum games.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Provably convergent quasistatic dynamics for mean-field two-player zero-sum games

Reference 43

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source=arxiv_source observed=2026-08-03T05:41:57.136745Z digest=sha256:86de8cfa92bd1e30fefd90edd04898b91c04992a630c5d3d6332726fb800a843

Observation baeb3904-0814-4495-8aeb-5e7af7903144 · outbound

This paper cites On elliptic partial differential equations.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system On elliptic partial differential equations

Reference 44

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source=arxiv_source observed=2026-08-03T05:41:57.279452Z digest=sha256:59c1f2acbe6aae4e3b86df073e527dc8155b2d047019aaf174ab0577cd498cec

Observation 5e3d3f3e-0645-4211-b51b-18e92a0d72ec · outbound

This paper cites Convex analysis of the mean field langevin dynamics.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Convex analysis of the mean field langevin dynamics

Reference 45

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source=arxiv_source observed=2026-08-03T05:41:57.357941Z digest=sha256:89d66944faddbccbc70ef768a4255760ebbc6ddef1bab224bd80afb4f55c247f

Observation a64eaae6-5ea7-43c4-8d06-7388f0f0680e · outbound

This paper cites The geometry of dissipative evolution equations: the porous medium equation.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system The geometry of dissipative evolution equations: the porous medium equation

Reference 46

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source=arxiv_source observed=2026-08-03T05:41:57.364178Z digest=sha256:f26e2cd0d59ee512e5829f43b7d292a4a92748e83d910d45036dc45c949e582b

Observation bb52b215-51fc-4e15-a6af-aa8c3997fe53 · outbound

This paper cites Comparison between w2 distance and \.h - 1 norm, and localization of wasserstein distance.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Comparison between w2 distance and \.h - 1 norm, and localization of wasserstein distance

Reference 47

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source=arxiv_source observed=2026-08-03T05:41:57.424610Z digest=sha256:3f169fc151b84f4a2f88846d0461ebdad3e1fe7c3aa13465fd7bbaae980354ae

Observation 8efba1c1-2e52-4ca8-8544-8b10fc6f4d7e · outbound

This paper cites The Fokker-Planck Equation: Methods of Solution and Applications.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system The Fokker-Planck Equation: Methods of Solution and Applications

Reference 48

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source=arxiv_source observed=2026-08-03T05:41:57.557929Z digest=sha256:2c4e6f6aa6fdb8c2fbff6cd08d0989b42cd234e89f84dd085424870534b084d5

Observation 1829a0e1-b6cb-4249-b958-41aa3958c754 · outbound

This paper cites Population games and evolutionary dynamics.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Population games and evolutionary dynamics

Reference 49

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source=arxiv_source observed=2026-08-03T05:41:57.640169Z digest=sha256:da4ac64bac6563262011df8396a2ae79e23be6ab8e65fd6759bbfbb31fba4ae6

Observation 2d8b6c7e-8ac0-40c7-98f3-83be1e3c8d79 · outbound

This paper cites Convergence of mean-field langevin dynamics: time-space discretization, stochastic gradient, and variance reduction.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Convergence of mean-field langevin dynamics: time-space discretization, stochastic gradient, and variance reduction

Reference 50

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source=arxiv_source observed=2026-08-03T05:41:57.693769Z digest=sha256:d6f96aca45a30fb1b8caff053b732cfaa7c8386fce2791dbaee0ee7af5b2b19f

Observation 4787ba6e-d3fa-4fa3-887a-8936469357a8 · outbound

This paper cites Well-posedness of multidimensional diffusion processes with weakly differentiable coefficients.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Well-posedness of multidimensional diffusion processes with weakly differentiable coefficients

Reference 51

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source=arxiv_source observed=2026-08-03T05:41:57.778016Z digest=sha256:8e6b4895d2b5c51313e547283910aa1e5cfc23c3739e8d8245a5cb10c03619bd

Observation b1643724-9aed-4aa5-a632-172821808d3a · outbound

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Local exponential stability of mean-field Langevin descent-ascent and associated particle system Unresolved cited work

Reference 52

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source=arxiv_source observed=2026-08-03T05:41:57.858918Z digest=sha256:091c1a68e8bda3af7ce46f27b591d8fb098417faf247f881880af8452e62e57e

Observation 17ab2377-61da-4795-ba42-3268a85c05d5 · outbound

This paper cites Open problem: Convergence of single-timescale mean-field langevin descent-ascent for two-player zero-sum games.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Open problem: Convergence of single-timescale mean-field langevin descent-ascent for two-player zero-sum games

Reference 53

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source=arxiv_source observed=2026-08-03T05:41:57.944438Z digest=sha256:ed738c6e018507ac7d45b1f3263d0434c5f107aa4bed6ed351da563f96c88584

Observation 1bfec6c9-2799-4799-8661-90ea527bfc24 · outbound

This paper cites An exponentially converging particle method for the mixed nash equilibrium of continuous games.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system An exponentially converging particle method for the mixed nash equilibrium of continuous games

Reference 54

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source=arxiv_source observed=2026-08-03T05:41:58.021861Z digest=sha256:4b2522312cea5ea1722d6741a8b06c70bbc300b90505a049af28da2d7e715355

Observation 0e5f3d61-f13e-4e02-8801-8eb829c6e250 · outbound

This paper cites Global convergence and variance reduction for a class of nonconvex-nonconcave minimax problems.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Global convergence and variance reduction for a class of nonconvex-nonconcave minimax problems

Reference 55

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source=arxiv_source observed=2026-08-03T05:41:58.079716Z digest=sha256:5cd70f3ca5de74ef828a2b7ca84121a2978ae3a005eeda7eb0b262a049e3a2fc

Observation 1fed60fe-cf81-46f2-adee-dee50dcfda51 · outbound

This paper cites Optimal epoch stochastic gradient descent ascent methods for min-max optimization.

Local exponential stability of mean-field Langevin descent-ascent and associated particle system Optimal epoch stochastic gradient descent ascent methods for min-max optimization

Reference 56

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source=arxiv_source observed=2026-08-03T05:41:58.135066Z digest=sha256:6da454708f7b9860c8f395aa176ee61cc019e164f59242f531b21136a0226ffa

Pith citing papers

Observation ede1a04c-30c1-4aa6-905f-f288f962c47c · inbound

PL conditions do not guarantee convergence of gradient descent-ascent dynamics cites this paper.

PL conditions do not guarantee convergence of gradient descent-ascent dynamics Local exponential stability of mean-field Langevin descent-ascent and associated particle system

Reference 15

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arxiv_id, observed 2026-07-03T02:17:09.192952Z

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source=pdf_text observed=2026-05-15T21:18:36.302221Z digest=sha256:1e368e70e79f1f3d2081802763cc6de127aa3f52036abe92dd279c20e1175e7a

Observation 6028bec0-fa76-4f7b-845b-22af9bacbf28 · inbound

Oscillating solutions to the mean-field Langevin descent-ascent flow cites this paper.

Oscillating solutions to the mean-field Langevin descent-ascent flow Local exponential stability of mean-field Langevin descent-ascent and associated particle system

Reference 11

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source=pdf_text observed=2026-05-10T15:49:57.744850Z digest=sha256:62cf5f197dc23f76d4472416d99734f2d0e470518b9c3a2fae228cf38238e63d