Paper Citation Record · LEDGER

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation

As of 20 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2607.05559.

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

pith.paper-citation-record.v1
2607.05559 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T05:49:18.301166Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

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unresolved33
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External citation measurements

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Outbound references

Observation b8b95dbb-25a2-4261-bc50-693c29287243 · outbound

This paper cites A foundation model for atomistic materials chemistry.The Journal of Chemical Physics, 2025.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation A foundation model for atomistic materials chemistry.The Journal of Chemical Physics, 2025

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation da1e0011-6122-4db1-baa1-ade76be68d0a · outbound

This paper cites Wood, Misko Dzamba, Xiang Fu, Meng Gao, Muhammed Shuaibi, Luis Barroso- Luque, Kareem Abdelmaqsoud, Vahe Gharakhanyan, John R.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Wood, Misko Dzamba, Xiang Fu, Meng Gao, Muhammed Shuaibi, Luis Barroso- Luque, Kareem Abdelmaqsoud, Vahe Gharakhanyan, John R

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 92d48c9b-a9f7-44f9-b49a-5f0118799c3a · outbound

This paper cites Kaplan, Runze Liu, Ji Qi, Tsz Wai Ko, Bowen Deng, Janosh Riebesell, Gerbrand Ceder, Kristin A.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Kaplan, Runze Liu, Ji Qi, Tsz Wai Ko, Bowen Deng, Janosh Riebesell, Gerbrand Ceder, Kristin A

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation da58d4f2-d97e-4c87-bd68-01646f88a5f6 · outbound

This paper cites EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation f2e9997e-1136-433b-8727-e71e3a7a97eb · outbound

This paper cites Learning Smooth and Expressive Interatomic Potentials for Physical Property Prediction.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Learning Smooth and Expressive Interatomic Potentials for Physical Property Prediction

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 68ea75c7-7007-4483-897a-0bbec049e250 · outbound

This paper cites Lee, and Seungwu Han.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Lee, and Seungwu Han

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 19fb3bc6-0c38-4182-aaa6-92f58295aab2 · outbound

This paper cites Orb-v3: atomistic simulation at scale.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Orb-v3: atomistic simulation at scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation d891d1be-74df-4604-a5ea-1a460ecb11a2 · outbound

This paper cites PET-MAD as a lightweight universal interatomic potential for advanced materials modeling.Nature Communications, 16:10653, 2025.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation PET-MAD as a lightweight universal interatomic potential for advanced materials modeling.Nature Communications, 16:10653, 2025

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 1b74e241-0e5d-4de6-97cd-182b798f33a3 · outbound

This paper cites Baldwin, Domantas Kuryla, Joseph Hart, Elliott Kasoar, Alin M.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Baldwin, Domantas Kuryla, Joseph Hart, Elliott Kasoar, Alin M

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 9e95b09e-1d3c-4432-9b28-476c2acf73b4 · outbound

This paper cites Finkler, Stefan Goedecker, and Jörg Behler.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Finkler, Stefan Goedecker, and Jörg Behler

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation fbb43348-d29c-4e1d-9e68-01afbedae536 · outbound

This paper cites Anstine, Maike Bergeler, V olker Settels, Con- rad Stork, Sebastian Spicher, and Olexandr Isayev.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Anstine, Maike Bergeler, V olker Settels, Con- rad Stork, Sebastian Spicher, and Olexandr Isayev

Reference 11

Resolution: malformed identifier; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation e4e040d0-6c1e-4cf7-8b4d-5c8748613e41 · outbound

This paper cites Panagiotopoulos, Roberto Car, and Weinan E.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Panagiotopoulos, Roberto Car, and Weinan E

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 4945412f-2117-4cc2-9d84-28354264814d · outbound

This paper cites Unke, Stefan Chmiela, Michael Gastegger, Kristof T.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Unke, Stefan Chmiela, Michael Gastegger, Kristof T

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 04279af9-b6fd-44b3-affb-bd0d49c124dd · outbound

This paper cites FiLM: Visual reasoning with a general conditioning layer.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation FiLM: Visual reasoning with a general conditioning layer

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation f2e2bdc4-f98a-4129-a7d4-580377e9f793 · outbound

This paper cites an unresolved cited work.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 9ab6984a-245a-4b2a-8809-0cca5d1ce04f · outbound

This paper cites Atomic cluster expansion for accurate and transferable interatomic potentials.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Atomic cluster expansion for accurate and transferable interatomic potentials

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 83fbb4b1-da69-4fa8-a982-4f35f87e6d37 · outbound

This paper cites Kresse and J.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Kresse and J

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation d217dfe5-7948-426c-80e2-4fc6283c2bf8 · outbound

This paper cites Furness, Aaron D.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Furness, Aaron D

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 76a6d5ba-8c7d-41d0-b49d-8ad70490cb95 · outbound

This paper cites Averaging Weights Leads to Wider Optima and Better Generalization.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Averaging Weights Leads to Wider Optima and Better Generalization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 27d369f7-02e3-45d5-a442-6812bd363561 · outbound

This paper cites an unresolved cited work.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 6f053f07-86b3-4c12-aa25-7ae3881f65a3 · outbound

This paper cites E(3)-equivariant graph neural networks for data-efficient and accurate inter- atomic potentials.Nature Communications, 13:2453, 2022.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation E(3)-equivariant graph neural networks for data-efficient and accurate inter- atomic potentials.Nature Communications, 13:2453, 2022

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 1108fb7c-3be1-44e4-b3bf-5f5877f17894 · outbound

This paper cites Owen, Mordechai Kornbluth, and Boris Kozinsky.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Owen, Mordechai Kornbluth, and Boris Kozinsky

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 2180edf8-a8b8-4dae-ad7c-c0c11bc64d5f · outbound

This paper cites Courville.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Courville

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 06a2e73d-a748-4ea3-bbce-1795ebb493a5 · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 0e689b2a-a61c-47e1-ab4d-895fef5eb0ea · outbound

This paper cites Parameter-efficient transfer learning for NLP.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Parameter-efficient transfer learning for NLP

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 3795e9e8-72cb-4faf-8da6-7f5ad9fbcb4f · outbound

This paper cites an unresolved cited work.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 80cc8de8-e7a5-49c6-8ae3-3066dda10e5f · outbound

This paper cites Smith, Benjamin T.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Smith, Benjamin T

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 971feb40-81d1-4094-87fd-05de87d8c32c · outbound

This paper cites Probing the self-ionization of liquid water with ab initio deep potential molecular dynamics.Proceedings of the National Academy of Sciences, 120:e2302468120, 2023.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Probing the self-ionization of liquid water with ab initio deep potential molecular dynamics.Proceedings of the National Academy of Sciences, 120:e2302468120, 2023

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation a3c5ea70-ed70-4d09-b1d4-0eb5d86d74eb · outbound

This paper cites Enhanced deep potential model for fast and accurate molecular dynamics: application to the hydrated electron.Physical Chemistry Chemical Physics, 26:23080–23088, 2024.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Enhanced deep potential model for fast and accurate molecular dynamics: application to the hydrated electron.Physical Chemistry Chemical Physics, 26:23080–23088, 2024

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 43a086ad-c6df-4617-a5d4-de3c991d484a · outbound

This paper cites A foundation machine learning potential with polarizable long-range interactions for materials modelling.Nature Communications, 16:10484, 2025.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation A foundation machine learning potential with polarizable long-range interactions for materials modelling.Nature Communications, 16:10484, 2025

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 7b3e47c7-520f-46de-bc8d-a0cdf3b71616 · outbound

This paper cites Decoupled Weight Decay Regularization.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Decoupled Weight Decay Regularization

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation e70d9f68-a26e-4d5b-bcf4-286078c7dfa3 · outbound

This paper cites On the Convergence of Adam and Beyond.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation On the Convergence of Adam and Beyond

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation 817d6a26-b3aa-425a-90e2-129abdd2f576 · outbound

This paper cites excess electron.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation excess electron

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Observation f2ca60cd-8dd1-4b79-bff8-b097a9c1a2e9 · outbound

This paper cites an unresolved cited work.

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-11T05:49:18.301166Z

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Pith citing papers

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