Paper Citation Record · LEDGER

Acceleration of crystal structure relaxation with Deep Reinforcement Learning

As of 18 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2502.08405.

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

pith.paper-citation-record.v1
2502.08405 v1

Coverage vector

measured 41 of 41 reference resolution

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One-hop event checks from named stored sources.

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Pith citing papers itemized under the disclosed page cap.

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Reference resolution

41 of 41 outbound references displayed

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External citation measurements

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Outbound references

Observation f070a405-067a-4a2a-8d00-ef58a9d31613 · outbound

This paper cites Ionic Minimization in VASP.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Ionic Minimization in VASP

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:17:48.109032Z

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Observation 475d28a7-e5a8-49bc-a333-3cf7a2705ba9 · outbound

This paper cites Convergence acceleration of iterative sequences.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Convergence acceleration of iterative sequences

Reference 2

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Observation 75f66f59-f7a3-46ac-a7e6-6bd19e4fbdcf · outbound

This paper cites Press, B.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Press, B

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:17:48.089784Z

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This paper cites Tschopp, and Srikanth Patala.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Tschopp, and Srikanth Patala

Reference 4

Resolution: verified exact; doi, observed 2026-08-08T05:17:47.632852Z

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Observation 08595775-8cee-48d1-9b16-2182b647c4a2 · outbound

This paper cites Pillardy, Y.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Pillardy, Y

Reference 5

Resolution: verified exact; doi, observed 2026-08-08T05:17:47.617161Z

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This paper cites Parrinello and A.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Parrinello and A

Reference 6

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Observation ab47b29c-2c33-47f1-811c-4a8fb8c785fc · outbound

This paper cites Podryabinkin, Evgeny V.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Podryabinkin, Evgeny V

Reference 7

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This paper cites A low resources space time approach to the GW approximation.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning A low resources space time approach to the GW approximation

Reference 8

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This paper cites Strout and Gustavo E.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Strout and Gustavo E

Reference 9

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Unresolved cited work

Reference 10

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Observation a4955a6c-4c99-4d0f-9cd4-f79f87fccd27 · outbound

This paper cites Deep reinforcement learning for inverse inorganic materials design.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Deep reinforcement learning for inverse inorganic materials design

Reference 11

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This paper cites Gu, and Liwei Lin.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Gu, and Liwei Lin

Reference 12

Resolution: verified exact; doi, observed 2026-08-08T05:17:47.544523Z

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Observation 5b1a8036-0241-4ade-a1cd-68b6b5a82648 · outbound

This paper cites Learning in continuous action space for developing high dimensional potential energy models.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Learning in continuous action space for developing high dimensional potential energy models

Reference 13

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This paper cites Zare, and Patrick Riley.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Zare, and Patrick Riley

Reference 14

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This paper cites Coley, Yiming Mo, Regina Barzilay, and Klavs F.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Coley, Yiming Mo, Regina Barzilay, and Klavs F

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This paper cites Vasudevan, Erick Orozco, and Sergei V.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Vasudevan, Erick Orozco, and Sergei V

Reference 16

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Observation bc91a73e-ee3a-43a1-b785-984b57e6c182 · outbound

This paper cites Grossman.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Grossman

Reference 17

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Observation 4d70e36b-b7af-4f03-8d73-1e25453670f2 · outbound

This paper cites Tensor field networks: Rotation- and translation-equivariant neural networks for 3D point clouds.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Tensor field networks: Rotation- and translation-equivariant neural networks for 3D point clouds

Reference 18

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This paper cites Addressing Function Approximation Error in Actor-Critic Methods.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Addressing Function Approximation Error in Actor-Critic Methods

Reference 19

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Observation 237e3759-d1e9-41b9-b2c6-b592e6faf69c · outbound

This paper cites Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor

Reference 20

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Unresolved cited work

Reference 21

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Zope and Y

Reference 22

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Unresolved cited work

Reference 23

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Unresolved cited work

Reference 24

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This paper cites Fletcher.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Fletcher

Reference 25

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Goldfarb

Reference 26

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Unresolved cited work

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Unresolved cited work

Reference 28

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Sutton and Andrew G

Reference 29

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This paper cites Spinning Up in Deep Reinforcement Learning.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Spinning Up in Deep Reinforcement Learning

Reference 30

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Observation 1bae903f-eb62-4d78-9065-882e1bb5b537 · outbound

This paper cites Reinforcement Learning: Industrial Applications of Intelligent Agents.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Reinforcement Learning: Industrial Applications of Intelligent Agents

Reference 31

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This paper cites Mailoa, Mordechai Kornbluth, Nicola Molinari, Tess E.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Mailoa, Mordechai Kornbluth, Nicola Molinari, Tess E

Reference 32

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Euclidean neural networks: e3nn

Reference 33

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning OpenAI Gym

Reference 34

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Chevrier, Kristin A

Reference 35

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Castelli, Rune Christensen, Marcin Dułak, Jesper Friis, Michael N

Reference 36

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Smidt, Mario Geiger, and Benjamin Kurt Miller

Reference 37

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Glass, Artem R

Reference 38

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This paper cites Continuous control with deep reinforcement learning.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Continuous control with deep reinforcement learning

Reference 39

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This paper cites Understanding failures of deterministic actor-critic with continuous action spaces and sparse rewards.

Acceleration of crystal structure relaxation with Deep Reinforcement Learning Understanding failures of deterministic actor-critic with continuous action spaces and sparse rewards

Reference 40

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Acceleration of crystal structure relaxation with Deep Reinforcement Learning Unresolved cited work

Reference 41

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