Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:03:50.731908Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2505.20094.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:03:50.731908Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
80 of 80 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a2b4e78a-3369-4fbd-8717-41329e7474d4 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Becquart
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c9185e0d-f479-47da-b05d-ffd9a018874d · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale A practical guide to surface kinetic monte carlo simulations
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0ec75dc8-ac28-472e-9650-582bf0d440ff · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 526542b4-30a6-4a88-ae0e-b8b32ccfe8e3 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale DFT-Parameterized Object Kinetic Monte Carlo Simulations of Radiation Damage , pages 2457–2488
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 12e09a0a-74a3-44aa-8471-6c26b9cad342 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Atomistic modeling of radiation damage in crystalline materials
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1e0294b7-60e3-4d5f-8e57-458d9ea03edb · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4f96ec55-4fab-4376-bd83-3c967725d21a · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Pineda and M
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ddb5464f-407a-40b1-a88d-30cc60fbbce4 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4304c5db-7db0-4ea1-a652-6a2184d92954 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Stoller, Laurent K
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7170d0c3-493d-40da-890e-e14d9a01af22 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale An Introduction To Monte Carlo Simulations Of Surface Reactions
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b7213474-efed-4092-aab5-6641b9904a09 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Long time scale kinetic monte carlo simulations without lattice approximation and predefined event table
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ae5638ce-5128-46f9-a3a5-6137734972ed · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Bulatov, Tomas Oppelstrup, George H
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6f6d382a-10a5-4309-9319-d2886c70653b · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Ramos, and Noriyoshi Nakajima
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9a94e0b6-8b57-4a6a-b14c-fbde86d27d95 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Allen, Daan Frenkel, and Pieter Rein ten Wolde
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5ce66d0c-daa9-4c34-bea1-b2f2c4d9006a · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 04d70a0c-b285-4340-a5c1-9da8d0034e00 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale boxed molecular kinetics
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 031da9ee-64e9-4861-98bf-90e71b9e2195 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Hamiltonian mcmc methods for estimating rare events probabilities in high-dimensional problems
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fb1ebb5e-386b-4264-8e64-00266d1c22b3 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Ewen, Daniele Dini, and C
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c0f2c8dc-5716-4e52-9847-0ae55c65d03f · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Torre, Jean-Louis Bocquet, N.V Doan, Erwan Adam, and A
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 97661ebb-ac0e-4277-a127-edd5cdbdbd7d · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0a5e9738-987a-4586-9e4f-0d7d25d56652 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Bulatov, Aleksandar Donev, Malvin H
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ff8a0401-e7eb-4276-8973-909c391c3721 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2173dfc1-0516-48b5-b8f4-72357d1f7c4c · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale A rejection scheme for off-lattice kinetic monte carlo simulation
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 41ab914f-5ebc-4aa3-9c50-406be65332a5 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale A constant-time kinetic monte carlo algorithm for simulation of large biochemical reaction networks
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0b89efab-9aa7-49db-a3df-56ea8b774f9b · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Monte Carlo Physics-informed neural networks for multiscale heat conduction via phonon Boltzmann transport equation
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f54691c1-9ee6-41e5-844c-8ec3de42765a · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Castin, L
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8eb5824a-251d-44de-bb4c-e54bdcbbd741 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Openkmc: a kmc design for hundred-billion-atom simulation using millions of cores on sunway taihulight
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 48dda115-c4b6-4a3f-8dc8-c6ed674748a6 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Hyperdynamics: Accelerated molecular dynamics of infrequent events.Physical Review Letters, 78(20):3908, 1997
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f2ebe66b-c179-4230-b7b4-667fb0d41d22 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Discrete event performance prediction of specu- latively parallel temperature-accelerated dynamics
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 98362f22-f089-4b20-a973-f11af1a5c03e · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Hlavacek
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3a8db66e-18b1-4c15-ae22-354f64dc43ce · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Accelerating kinetics with time-reversal path sampling
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation da2363c5-b20e-4ae5-9b39-2e3e44334f59 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Reinforcement learning-guided long-timescale simulation of hydrogen transport in metals
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1b68a0e0-ea38-44e1-9eb3-0baf9e0477bc · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Policy-guided monte carlo: Reinforcement-learning markov chain dynamics
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ea6349fc-6ee0-43f9-aefc-981ad4de2c85 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Atomistic studies of thin film growth
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e3948615-d659-4ee4-b0d1-9724ed5f6113 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Monte Carlo and kinetic Monte Carlo methods
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e9cc5ab9-4a07-4aec-ade7-0526042cc529 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e95b9312-46f3-483d-9059-2acf226abef5 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4973247b-35d1-4d74-9191-d4a760b780aa · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Kinetic monte carlo simulations of solute clustering during quenching and aging of al-mg-zn alloys
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fd2bf053-88e0-44df-bbd0-0a4338eeff52 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Anaylsys of defect clustering in semiconductors using kinetic monte carlo methods
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fd9f4fed-89bd-4c7e-8971-13874fb046c1 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e422a235-f0b7-4755-9efe-d5a62bc9bf87 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8bebc505-7169-462a-9770-098c78cbf4b7 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0bf375bd-d369-42aa-8c99-e74570fcf3b0 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Accurate acceleration of kinetic monte carlo simulations through the modification of rate constants
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2c92d340-3ef1-4110-861d-2637e343087d · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Parallel replica method for dynamics of infrequent events.Physical Review B, 57(22):R13985, 1998
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4e665c24-b814-4238-95e3-6c13a9444d8c · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Uberuaga, Yunsic Shim, Jacques G
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2f6df68e-3730-47b6-9925-bb0dd35dc694 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Numerical analysis of parallel replica dynamics
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e62e05cc-89b6-4696-bb25-68e83103f1b2 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Uberuaga, and Hannes Jónsson
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3cd7b475-421e-475f-b93b-4378fbf3ba6e · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Adaptive kinetic monte carlo for first-principles accelerated dynamics
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 308a0f88-df02-4a08-8837-535c9fe32010 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 89313745-407b-4b92-8071-6f7660a072e0 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Tensorkmc: Kinetic monte carlo simulation of 50 trillion atoms with tensorflow
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d228ae96-67b5-483e-a4d8-fdbdacf75165 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Application of artificial neural networks for rigid lattice kinetic monte carlo studies of cu surface diffusion
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c72ce8b8-f204-41c4-9f7b-fd3300b26056 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5f636840-1443-42d2-82f8-a02b48945d01 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Graph neural networks for materials science and chemistry
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f478bf99-667b-426b-b9b7-cafbaf064f53 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Atomistic line graph neural network for improved materials property predictions
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e759218-f242-469a-91c3-266f38d6079e · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c39bf9e8-8096-47d2-b9b4-b652e01f495b · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Investigation of cu-enriched precipitates in thermally aged fe-cu and fe-cu-ni model alloys
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9fd695ca-74d4-4691-abfe-e9e226325c78 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Simulation of cu precipitation in fe-cu dilute alloys with cluster mobility
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a0d5a8be-1bd5-437b-b777-44255071b423 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Non- hardening embrittlement mechanism of pressure vessel steel ni-cr-mo-v welds during thermal aging
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8fdd5c20-1c7b-4a59-b39a-c5212c3630d1 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Formation and recovery of cu precipitates in fe–cu model alloys under varying heat treatment
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation aa07b77e-30c7-4a55-8df9-af23670198a7 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Modeling copper precipi- tation hardening and embrittlement in a dilute fe-0.3at.Journal of Nuclear Materials, 495, 09 2017
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3486ece2-3f1e-4224-98f8-f08dff556bb6 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Identification and evolution of ultrafine precipitates in fe-cu alloys by first-principles modeling of positron annihilation
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1e8f3afd-24f1-43f9-a15e-eaa86fc29178 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation aa643e04-87f9-4d7f-9c94-0160f0de0c3e · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 758e632d-6ec3-45bc-8869-c3ac8a718bd0 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Vincent, C
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4faa1c79-ca24-40d3-aefa-72cde2f54f6b · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale All stated contributions are later substantiated with technical details and quantitative evidence
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 03586769-94c5-4d2e-a5b1-b083346b3963 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Limitations
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 709628d2-9028-4d98-ba1a-768979be4864 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Unresolved cited work
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5f70a403-999b-459a-8e2f-273efb4f3a2c · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale 5 and Sec
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 10975f9e-0584-47a8-875d-db4f48aae12d · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale We are actively preparing the repository to ensure clarity and usability for the community
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cd7a1537-15aa-4ff9-8e0e-685f933d8ebe · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale A and Sec
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 87d8c35b-99b6-40a8-964a-eb50f214e440 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale As noted in Sec
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fd325f4c-bd87-4cf9-b94d-45d3de5f7e11 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale We report detailed memory usage (CPU and GPU) for experiment in Fig
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b803a643-a8ac-4a4d-9dc1-90ed0422afbd · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale All methods, assumptions, and limitations are transparently reported in accordance with the NeurIPS Code of Ethics
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 02a082c0-02b6-410f-a33e-8d65190aad32 · outbound
SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale It lowers the barrier to large-scale modeling, making atomic-level simulation more broadly accessible
Reference 74
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SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale It presents a reinforcement learning framework for atomistic simulation, which poses minimal risk of misuse
Reference 75
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SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Their licenses and terms of use have been fully respected
Reference 76
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SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale While the code and assets are not yet publicly released, we plan to open- source them upon acceptance
Reference 77
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SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects
Reference 78
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SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects
Reference 79
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SwarmThinkers: Learning Physically Consistent Atomic KMC Transitions at Scale Answer: [NA] Justification: This work does not involve the use of large language models in the development of core methods
Reference 80
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