Paper Citation Record · LEDGER

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

As of 5 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 9 inbound Pith citation observations for arXiv:2604.09130.

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

pith.paper-citation-record.v1
2604.09130 v1

Coverage vector

measured 7 of 7 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T16:58:57.189784Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T12:39:59.420895Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T04:05:55.506685Z

Reference resolution

7 of 7 outbound references displayed

verified exact1
verified fuzzy1
unresolved0
parse uncertain0
malformed identifier2
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e4aac12-032a-4047-8cf8-f7d8a09fa248 · outbound

This paper cites Brody, S., Alon, U., and Yahav, E.

EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers Brody, S., Alon, U., and Yahav, E

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T12:39:36.650895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fb20ee73-523f-4ee7-bb6f-60ad83610ecc · outbound

This paper cites Lawrence and Ulissi, Zachary , year=.

EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers Lawrence and Ulissi, Zachary , year=

Reference 2

Resolution: metadata mismatch; doi, observed 2026-05-10T17:00:36.934981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 721be813-05dd-40dd-8520-aecdc6a3a594 · outbound

This paper cites Nature Communications , year =.

EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers Nature Communications , year =

Reference 3

Resolution: metadata mismatch; doi, observed 2026-05-10T17:00:36.931289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 94f1885e-22ef-4df3-984d-909c49aa3ecf · outbound

This paper cites and Burke, Kieron and Ernzerhof, Matthias , month = oct, year =.

EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers and Burke, Kieron and Ernzerhof, Matthias , month = oct, year =

Reference 4

Resolution: metadata mismatch; doi, observed 2026-05-10T17:00:36.925472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 215b8c76-c84f-4765-a0a3-6ffdbe39eb01 · outbound

This paper cites Thomas, N., Smidt, T.

EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers Thomas, N., Smidt, T

Reference 5

Resolution: verified exact; doi, observed 2026-05-10T17:00:36.928096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5bd18744-96aa-4d1b-bc71-a31ba3d5eda7 · outbound

This paper cites Zitnick, L., Das, A., Kolluru, A., Lan, J., Shuaibi, M., Sri- ram, A., Ulissi, Z., and Wood, B.

EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers Zitnick, L., Das, A., Kolluru, A., Lan, J., Shuaibi, M., Sri- ram, A., Ulissi, Z., and Wood, B

Reference 6

Resolution: malformed identifier; raw_fallback, observed 2026-05-17T12:39:36.648162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9c9b0070-6e90-4dcd-8494-d114d163705e · outbound

This paper cites For DeNS, we make three modifications.

EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers For DeNS, we make three modifications

Reference 7

Resolution: malformed identifier; raw_fallback, observed 2026-05-17T12:39:36.653819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation c5f2e3ba-e62c-4fe9-b047-d8bea9ce18f9 · inbound

Fast contracted Clebsch--Gordan tensor products for equivariant graph neural networks cites this paper.

Fast contracted Clebsch--Gordan tensor products for equivariant graph neural networks EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-05-15T03:09:44.000527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e34a0099-80ba-43d2-9047-f003251386c1 · 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 EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 76

Resolution: verified exact; local_arxiv, observed 2026-05-22T03:34:34.276158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 56e23c37-19f7-4752-92b6-ed7d46448adb · inbound

The Token Is a Group Element: On Lie-Algebra Attention over Matrix Lie Groups cites this paper.

The Token Is a Group Element: On Lie-Algebra Attention over Matrix Lie Groups EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:49:31.307739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 23aadeae-bef6-49cd-b1a9-24ca4442bab8 · inbound

Toward Exascale AI for Science: A Scalable AI Skill for Autonomous Microkinetics Discovery cites this paper.

Toward Exascale AI for Science: A Scalable AI Skill for Autonomous Microkinetics Discovery EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-12T11:08:03.688246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

EquiFiLM: Charge-Conditioned Equivariant Force Fields via Feature-wise Linear Modulation cites this paper.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d62a546a-5a44-4a20-93fb-d99fa83ed067 · inbound

Are Machine Learning Interatomic Potentials Truly Practical? A Benchmark of 23 Mainstream Models cites this paper.

Are Machine Learning Interatomic Potentials Truly Practical? A Benchmark of 23 Mainstream Models EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-09T04:05:55.509303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fc80cc27-bd77-488a-8f69-3217d0e0e79e · inbound

Transformer Atomic Cluster Expansion: TRACE cites this paper.

Transformer Atomic Cluster Expansion: TRACE EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T01:54:38.800109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a58cbb7-7d74-4470-aaef-3b079ea238c2 · inbound

Fast and Accurate Foundation Models for Equivariant Machine-Learned Interatomic Potentials cites this paper.

Fast and Accurate Foundation Models for Equivariant Machine-Learned Interatomic Potentials EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 70

Resolution: unresolved; no resolver link, observed 2026-07-31T06:41:44.304746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f61d8a52-ec8d-4da3-8ae4-c26e02d4ff3e · inbound

Implicit Machine Learning Force Fields Accelerate Molecular Dynamics Simulations cites this paper.

Implicit Machine Learning Force Fields Accelerate Molecular Dynamics Simulations EquiformerV3: Scaling Efficient, Expressive, and General SE(3)-Equivariant Graph Attention Transformers

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-03T12:39:59.420895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.