Paper Citation Record · LEDGER

Does equivariance matter at scale?

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2410.23179.

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

pith.paper-citation-record.v1
2410.23179 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 21 of 21 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 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:30:56.602542Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f48a1122-e8ec-4f03-bf26-2b9135b7b2ef · inbound

Probing Equivariance and Symmetry Breaking in Convolutional Networks cites this paper.

Probing Equivariance and Symmetry Breaking in Convolutional Networks Does equivariance matter at scale?

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-10T22:48:24.587722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33132366-5890-4ca4-93fa-f70ee883ed9a · inbound

Energy & Force Regression on DFT Trajectories is Not Enough for Universal Machine Learning Interatomic Potentials cites this paper.

Energy & Force Regression on DFT Trajectories is Not Enough for Universal Machine Learning Interatomic Potentials Does equivariance matter at scale?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T04:14:41.308577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ef02e37-1462-4bde-abed-8636bc04453c · inbound

Flopping for FLOPs: Leveraging equivariance for computational efficiency cites this paper.

Flopping for FLOPs: Leveraging equivariance for computational efficiency Does equivariance matter at scale?

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T20:07:43.714826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 008983d2-3813-452e-aa2e-f52cdcbabe89 · inbound

EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling cites this paper.

EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling Does equivariance matter at scale?

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T21:17:55.926114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19ace448-1445-4d89-9c61-2af5ce304bed · inbound

AdS-GNN -- a Conformally Equivariant Graph Neural Network cites this paper.

AdS-GNN -- a Conformally Equivariant Graph Neural Network Does equivariance matter at scale?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:30:56.602542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5eb6d61-4f58-4ad2-864a-0d2821b23cd3 · inbound

Machine Learning Interatomic Potentials: library for efficient training, model development and simulation of molecular systems cites this paper.

Machine Learning Interatomic Potentials: library for efficient training, model development and simulation of molecular systems Does equivariance matter at scale?

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T13:13:20.819751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7971295b-9ca9-4e29-ac02-b9c5a80e8cf4 · inbound

The Price of Freedom: Exploring Expressivity and Runtime Tradeoffs in Equivariant Tensor Products cites this paper.

The Price of Freedom: Exploring Expressivity and Runtime Tradeoffs in Equivariant Tensor Products Does equivariance matter at scale?

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:09:25.997101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 559ee8d3-40f8-4729-940a-50030962b093 · inbound

CP$^2$: Leveraging Geometry for Conformal Prediction via Canonicalization cites this paper.

CP$^2$: Leveraging Geometry for Conformal Prediction via Canonicalization Does equivariance matter at scale?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:48:23.885348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b9a4a2f-4841-4de3-814d-be2866d9b1bc · inbound

Distributed Equivariant Graph Neural Networks for Large-Scale Electronic Structure Prediction cites this paper.

Distributed Equivariant Graph Neural Networks for Large-Scale Electronic Structure Prediction Does equivariance matter at scale?

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T20:06:28.348801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dddfe96d-c2a7-451c-be49-c1455b6e97e0 · inbound

Wall Shear Stress Estimation in Abdominal Aortic Aneurysms: Towards Generalisable Neural Surrogate Models cites this paper.

Wall Shear Stress Estimation in Abdominal Aortic Aneurysms: Towards Generalisable Neural Surrogate Models Does equivariance matter at scale?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T11:23:47.328781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab62656b-ec25-43fa-ad7a-0095bdcca880 · inbound

Performance-Carbon Trade-Offs across Architectural Biases in Shear Flow Forecasting cites this paper.

Performance-Carbon Trade-Offs across Architectural Biases in Shear Flow Forecasting Does equivariance matter at scale?

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-22T13:04:52.528253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6653f444-f8b8-4bec-9226-3de82cb81307 · inbound

Discretizing Group-Convolutional Neural Networks for 3D Geometry in Feature Space cites this paper.

Discretizing Group-Convolutional Neural Networks for 3D Geometry in Feature Space Does equivariance matter at scale?

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-19T15:57:49.343443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9a6613b5-2ec7-4817-8601-c2e6f7c4caa4 · inbound

Characterizing Learning in Deep Neural Networks using Tractable Algorithmic Complexity Analysis cites this paper.

Characterizing Learning in Deep Neural Networks using Tractable Algorithmic Complexity Analysis Does equivariance matter at scale?

Reference 233

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T20:28:59.985406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 26d1f2f5-ce90-459c-8a81-80fcf4b1f448 · inbound

Symmetry in the Wild: The Role of Equivariance in Neural Fluid Surrogates cites this paper.

Symmetry in the Wild: The Role of Equivariance in Neural Fluid Surrogates Does equivariance matter at scale?

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T23:03:50.485168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2f5c0ee1-b560-4f1d-a97a-0bca694ee1b3 · inbound

Machine Learning Interatomic Potentials: Advancing Open-Source Software for Efficient and Scalable Molecular Simulation cites this paper.

Machine Learning Interatomic Potentials: Advancing Open-Source Software for Efficient and Scalable Molecular Simulation Does equivariance matter at scale?

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T03:34:34.287102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 90e738ae-675c-43ec-8664-83af257ab9d5 · inbound

How the Optimizer Shapes Learned Solutions in Equivariant Neural Networks cites this paper.

How the Optimizer Shapes Learned Solutions in Equivariant Neural Networks Does equivariance matter at scale?

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T18:03:48.004078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 971cfd72-71bd-44b2-8f14-ac87c1d0d0ee · inbound

Six Open Questions in Machine-Learned Interatomic Potential Foundation Models cites this paper.

Six Open Questions in Machine-Learned Interatomic Potential Foundation Models Does equivariance matter at scale?

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-07-02T19:37:19.174834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation df3d1517-ec82-4c7e-921b-1ebcda987bb1 · inbound

Statistical Properties of Training & Generalization cites this paper.

Statistical Properties of Training & Generalization Does equivariance matter at scale?

Reference 144

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T15:39:33.193896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 60b84140-5f30-4643-bae5-570e3b6b8bf2 · inbound

Statistical Properties of Training & Generalization cites this paper.

Statistical Properties of Training & Generalization Does equivariance matter at scale?

Reference 144

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T21:57:25.358518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5afd3870-822f-468c-88b3-18b14b460170 · inbound

Conformal Orbit-Valid Trust Horizons for Equivariant World Models cites this paper.

Conformal Orbit-Valid Trust Horizons for Equivariant World Models Does equivariance matter at scale?

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T16:29:57.833069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 647d1795-e0c6-4a1f-aae9-6366f998f0f5 · inbound

Equivariance and Augmentation for Bayesian Neural Networks cites this paper.

Equivariance and Augmentation for Bayesian Neural Networks Does equivariance matter at scale?

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T15:09:55.444002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.