Paper Citation Record · LEDGER

Provably Overwhelming Transformer Models with Designed Inputs

As of 9 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2502.06038.

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

pith.paper-citation-record.v1
2502.06038 v2

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:08:17.138254Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

18 of 18 outbound references displayed

verified exact0
verified fuzzy3
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4616ee3d-3f44-41e9-b546-6e612dbcec3d · outbound

This paper cites write newline.

Provably Overwhelming Transformer Models with Designed Inputs write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.083535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3a02fd8-8b6a-4a7b-ab0e-57354eb9c68d · outbound

This paper cites On the Bottleneck of Graph Neural Networks and its Practical Implications.

Provably Overwhelming Transformer Models with Designed Inputs On the Bottleneck of Graph Neural Networks and its Practical Implications

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.087949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5466dec-9b0e-4b49-a49d-2647be1c8bb5 · outbound

This paper cites Transformers need glasses! Information over-squashing in language tasks.

Provably Overwhelming Transformer Models with Designed Inputs Transformers need glasses! Information over-squashing in language tasks

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.091434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5aece25-c258-4a00-9a1b-15ccfe1c6b3c · outbound

This paper cites GPT-NeoX-20B: An Open-Source Autoregressive Language Model.

Provably Overwhelming Transformer Models with Designed Inputs GPT-NeoX-20B: An Open-Source Autoregressive Language Model

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.095155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f234205d-6574-4b6f-a461-5885867c2a3a · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Provably Overwhelming Transformer Models with Designed Inputs BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.099193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49121a5c-0600-4de7-8285-8ae70702d00c · outbound

This paper cites H., Gibson, A., Noubir, S., and Chan, L.

Provably Overwhelming Transformer Models with Designed Inputs H., Gibson, A., Noubir, S., and Chan, L

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:08:17.255979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8f177e66-173c-4395-92d2-ec3fb7bb780a · outbound

This paper cites Theoretical limitations of self-attention in neural sequence models.

Provably Overwhelming Transformer Models with Designed Inputs Theoretical limitations of self-attention in neural sequence models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.105334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10aac83a-5a64-451a-8f48-d3530d40951b · outbound

This paper cites Why are Sensitive Functions Hard for Transformers?.

Provably Overwhelming Transformer Models with Designed Inputs Why are Sensitive Functions Hard for Transformers?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.108161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45d1e2c4-e4aa-4138-b040-bfeab62d6216 · outbound

This paper cites The Lipschitz Constant of Self-Attention.

Provably Overwhelming Transformer Models with Designed Inputs The Lipschitz Constant of Self-Attention

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.111381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cac65b97-57bf-475b-ac76-066d58a1aa63 · outbound

This paper cites J., Sutherland Robson, E., Kohli, P., de Freitas, N., Kavukcuoglu, K., and Vinyals, O.

Provably Overwhelming Transformer Models with Designed Inputs J., Sutherland Robson, E., Kohli, P., de Freitas, N., Kavukcuoglu, K., and Vinyals, O

Reference 10

Resolution: malformed identifier; no resolver link, observed 2026-08-08T17:08:17.114872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92aec055-54d8-46cb-9fe9-4ee1e21d0ca4 · outbound

This paper cites and Sabharwal, A.

Provably Overwhelming Transformer Models with Designed Inputs and Sabharwal, A

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:08:17.242874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation feb656df-388f-4b0d-a7a9-5dbb0c771b4a · outbound

This paper cites Analysis of boolean functions.

Provably Overwhelming Transformer Models with Designed Inputs Analysis of boolean functions

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.120278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e856a9c3-8c10-480d-a9e5-5d74b4a6d0df · outbound

This paper cites GPT-4 Technical Report.

Provably Overwhelming Transformer Models with Designed Inputs GPT-4 Technical Report

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.123174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b7578f5-8ad6-4f7f-9d4b-6137c34fc0d1 · outbound

This paper cites On Limitations of the Transformer Architecture.

Provably Overwhelming Transformer Models with Designed Inputs On Limitations of the Transformer Architecture

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.126035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fd2054c-45c8-480e-bfb3-55c5ceeeb779 · outbound

This paper cites J., and Telgarsky, M.

Provably Overwhelming Transformer Models with Designed Inputs J., and Telgarsky, M

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:08:17.230310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc77f465-9874-4842-964d-690669f85cc1 · outbound

This paper cites Roformer: Enhanced transformer with rotary position embedding.

Provably Overwhelming Transformer Models with Designed Inputs Roformer: Enhanced transformer with rotary position embedding

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.131978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5034a686-51ad-4a1b-9993-fd573dc2857e · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Provably Overwhelming Transformer Models with Designed Inputs Gemini: A Family of Highly Capable Multimodal Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.135347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5099dfdc-37bd-47ce-b10b-edc938eeb7d5 · outbound

This paper cites Attention Is All You Need.

Provably Overwhelming Transformer Models with Designed Inputs Attention Is All You Need

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T17:08:17.138254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.