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Paper Citation Record · LEDGER

Virtues and Vices of Equivariant Transformers

As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2608.02735.

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

pith.paper-citation-record.v1
2608.02735 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:13:50.540597Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

12 of 12 outbound references displayed

  • verified exact4
  • verified fuzzy0
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9311b630-be2e-49b8-bdbd-85ef96d743e8 · outbound

This paper cites The Machine Learning Landscape of Top Taggers.

Virtues and Vices of Equivariant Transformers The Machine Learning Landscape of Top Taggers

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:49.089001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:49.089001Z digest=sha256:7c7e20ccda2ca8451b5ea268994b4f2a1f8a7b5e78ade36865731f1debd380eb

Observation 5c2e97e1-2f7d-4ca8-bb25-032aba040160 · outbound

This paper cites [33]CMS, A.

Virtues and Vices of Equivariant Transformers [33]CMS, A

Reference 4

Resolution
verified exact
raw_fallback, observed 2026-08-07T00:13:51.658639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:13:49.411258Z digest=sha256:0206ea63653ed2e804578f8b4ccb97441ef1f3b2a24ba08f9bc1abc05b78c4c6

Observation f9a26dd1-0623-4051-9c4a-d3763cfdc396 · outbound

This paper cites an unresolved cited work.

Virtues and Vices of Equivariant Transformers Unresolved cited work

Reference 7

Resolution
verified exact
raw_fallback, observed 2026-08-07T00:13:50.958915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:13:49.835608Z digest=sha256:872601ac41844e0813c5a3813f9b56a150f180a2492895e44afa3feab8a54ac3

Observation dfc9e181-c9bb-4fe5-8c4a-20485db0383b · outbound

This paper cites Euclidean, Projective, Conformal: Choosing a Geometric Algebra for Equivariant Transformers.

Virtues and Vices of Equivariant Transformers Euclidean, Projective, Conformal: Choosing a Geometric Algebra for Equivariant Transformers

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.157940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.157940Z digest=sha256:a26ac2365e94e2a29cf16fb9e54540aac3b508f0bf636fa1e4685b538b727023

Observation 5369e1ab-4477-42f6-995b-c1677f62ea2c · outbound

This paper cites An Efficient Sparse Kernel Generator for O(3)-Equivariant Deep Networks.

Virtues and Vices of Equivariant Transformers An Efficient Sparse Kernel Generator for O(3)-Equivariant Deep Networks

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.415714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.415714Z digest=sha256:45b1b53fef8e49f05ab0c9629876b4b890572b144aa40122e98c498d710653f6

Observation 8992d22e-b04f-4fd1-a3ec-189b0ac6bcd7 · outbound

This paper cites BitNet: Scaling 1-bit Transformers for Large Language Models.

Virtues and Vices of Equivariant Transformers BitNet: Scaling 1-bit Transformers for Large Language Models

Reference 2014

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.303135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.303135Z digest=sha256:082197d38ad5d9eb69534f935a9452cb577b4c756602981fdd85125ff4550ca6

Observation 3268cfc0-c7ee-48a2-808e-62ce563022be · outbound

This paper cites Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification.

Virtues and Vices of Equivariant Transformers Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification

Reference 2015

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.540597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.540597Z digest=sha256:913ccd3a2ab934d71a3f5d1ca854004e936d4ba5b5bb93e18f713f2b7f25d54f

Observation e1e3d597-7b15-4196-bf2f-d719f9c3e9e5 · outbound

This paper cites Clifford Group Equivariant Neural Networks.

Virtues and Vices of Equivariant Transformers Clifford Group Equivariant Neural Networks

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:49.164300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:49.164300Z digest=sha256:0e978eb62324da5b610ae4dc7ba32d4f0442402255136972e5df368cef12c073

Observation c2e0203c-45c2-4c61-9480-41ec7827664e · outbound

This paper cites [34]CMS, A.

Virtues and Vices of Equivariant Transformers [34]CMS, A

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:49.545748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:49.545748Z digest=sha256:95170e433d75d6fac02180f20eff31605e71507bc12008e1085412fc11ae9ef0

Observation 98987734-d26d-4173-9933-18115240e592 · outbound

This paper cites [35]ATLAS, G.

Virtues and Vices of Equivariant Transformers [35]ATLAS, G

Reference 2025

Resolution
verified exact
raw_fallback, observed 2026-08-07T00:13:51.264655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:13:49.687365Z digest=sha256:ca06b296b5dcc56c1238a3cb2e04f3054980b01c7048811a80c0002d1fdc65c9

Observation b1003f27-a123-4a0f-80cd-3b556e5dda1e · outbound

This paper cites [32]ATLAS, G.

Virtues and Vices of Equivariant Transformers [32]ATLAS, G

Reference 2026

Resolution
verified exact
raw_fallback, observed 2026-08-07T00:13:51.929423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:13:49.298331Z digest=sha256:4708c93064af772d4524c20ab0e5a784f5fdf7f63e0c16e8b1ad2d023b2c2bb0

Observation 017336cd-5e82-4205-9c33-0c1bf68b41a6 · outbound

This paper cites Accuracy versus precision in boosted top tagging with the ATLAS detector.

Virtues and Vices of Equivariant Transformers Accuracy versus precision in boosted top tagging with the ATLAS detector

Reference 7217

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:49.987973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:49.987973Z digest=sha256:465fd2dbce22021b6a76b9f93e7400fd8772ef8467b2a9864f690c37f46d0e86

Pith citing papers

No inbound Pith citation observations are available.