Paper Citation Record · LEDGER

Transformers as Support Vector Machines

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2308.16898.

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

pith.paper-citation-record.v1
2308.16898 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:21:58.376213Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T13:18:13.066258Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e2fdbd2e-5a2b-49cb-96a9-87b326e24c70 · inbound

Solving Empirical Bayes via Transformers cites this paper.

Solving Empirical Bayes via Transformers Transformers as Support Vector Machines

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:58.376213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b50d96b-e00c-4ba8-9ca7-4a4b3b64e704 · inbound

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization cites this paper.

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization Transformers as Support Vector Machines

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T06:10:20.263719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07fe91b1-d007-47f5-8691-5f1cf0e73c51 · inbound

Harnessing Optimization Dynamics for Curvature-Informed Model Merging cites this paper.

Harnessing Optimization Dynamics for Curvature-Informed Model Merging Transformers as Support Vector Machines

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-04T17:03:17.985792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93817fb6-e601-4ce0-93cc-2b2fdcd1cfb7 · inbound

Bilevel Data Curation for LLM Fine-tuning: Offline Selection and Online Self-Refining Generation cites this paper.

Bilevel Data Curation for LLM Fine-tuning: Offline Selection and Online Self-Refining Generation Transformers as Support Vector Machines

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T20:12:52.437823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4284b47c-05ef-4417-8c97-49b6a6591963 · inbound

Breaking the Reversal Curse in Autoregressive Language Models via Identity Bridge cites this paper.

Breaking the Reversal Curse in Autoregressive Language Models via Identity Bridge Transformers as Support Vector Machines

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T05:27:44.313983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05e6f10a-8aec-477a-9e57-9ffc25a7b167 · inbound

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Transformers as Support Vector Machines

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T22:58:10.372848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f989db2-7ee9-42ce-a9c8-08e7071c195a · inbound

Transformers Learn the Optimal DDPM Denoiser for Multi-Token GMMs cites this paper.

Transformers Learn the Optimal DDPM Denoiser for Multi-Token GMMs Transformers as Support Vector Machines

Reference 55

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:56:02.695029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 023a0426-4a55-44c8-a0d0-33d006fe45e0 · inbound

The Implicit Bias of Depth: From Neural Collapse to Softmax Codes cites this paper.

The Implicit Bias of Depth: From Neural Collapse to Softmax Codes Transformers as Support Vector Machines

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:26:38.909933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 646c3f99-da1e-4d72-9e11-0c8a26d83dc1 · inbound

Tight Sample Complexity of Transformers cites this paper.

Tight Sample Complexity of Transformers Transformers as Support Vector Machines

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:57:29.147616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5d8fb22b-1525-4501-bf10-fa9568080a4e · inbound

Phase Transitions in Attention: A Bayesian Theory of Copy Head Emergence cites this paper.

Phase Transitions in Attention: A Bayesian Theory of Copy Head Emergence Transformers as Support Vector Machines

Reference 62

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T13:18:13.068660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0a6e143c-3a8b-4c0a-a4b2-e8967f3a26b6 · inbound

Frontier Language Models Struggle to Copy: Text Can Be Better Viewed in 2D cites this paper.

Frontier Language Models Struggle to Copy: Text Can Be Better Viewed in 2D Transformers as Support Vector Machines

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T21:30:58.130989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca89681d-e3e9-4c19-97de-d86074f75c14 · inbound

Training with (Swap) Regret Loss in a Single-Layer Self-Attention Model: A Case Study on the Probability Simplex cites this paper.

Training with (Swap) Regret Loss in a Single-Layer Self-Attention Model: A Case Study on the Probability Simplex Transformers as Support Vector Machines

Reference 202

Resolution: unresolved; no resolver link, observed 2026-07-31T23:52:06.947791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.