Pith. sign in

Paper Citation Record · LEDGER

Virtues and Vices of Equivariant Transformers

As of 17 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 2026-08-17T06:30:58.91139+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:a500cad62c20e3cdbc2ab9f59ff6935d43a4d44258fe8ad428232a35be51567c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T00:13:49.411258Z digest=sha256:fd4fafd1eda382aca8293385b2d0c0dffb9fd2e13f30ba6451db0b178dd4dd47

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T00:13:49.835608Z digest=sha256:4c8e28e5a297cc5de070520d85a0a993d64e8c996fcd5b847b88b787920437ae

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:f000d9a75818dbf09eecdbf4cca30b69a327385ac0334b401d23cf6888165b2e

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=sha256:5d32533b7afe2cc60476c0d60f8aeae0db63d9f42928ef78943c4c56536de2e5

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=sha256:6addb3d25340e96f9b192a3db0d21069f77048c36bafc528bc32e75402d957eb

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=sha256:2260e9e494886b363420a5f30cc1fa9de0e8acb7ff203be69adfa61e3d7d6e59

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=sha256:67f4d8140d8268f1267be35452761a4eb5b30a29014cdcb6a53fb1fd6a4d9e2d

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=sha256:7363e362541a5d0bc315573d827ff1f1b4765d69b9ceb8527083e6520388b34a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T00:13:49.687365Z digest=sha256:ab659815492e289c3b641c45505c4e78f68986d3d459ad1c5939541be8196668

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T00:13:49.298331Z digest=sha256:6964caecc3a22d6fbe8cd3fbf14964edf2f343a5388e2a4fd9a6e02c62f56dc8

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:b178c40fde19c175f38166306c1d3a91858530e2ebe34d07bbcbf6cf5459c0b5

Pith citing papers

No inbound Pith citation observations are available.