Pith. sign in

Paper Citation Record · LEDGER

Lower bounds on transformers with infinite precision

As of 11 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 2 inbound Pith citation observations for arXiv:2412.20195.

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

pith.paper-citation-record.v1
2412.20195 v1

Coverage vector

measured 7 of 7 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:36:27.138978Z

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T12:23:57.818820Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-08T00:18:21.788685Z

Reference resolution

7 of 7 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 06a43d3d-120e-4623-b936-d5482f1ad17c · outbound

This paper cites Separations in the Representational Capabilities of Transformers and Recurrent Architectures.

Lower bounds on transformers with infinite precision Separations in the Representational Capabilities of Transformers and Recurrent Architectures

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T23:36:27.113480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:36:27.113480Z digest=sha256:ea3495fc7b3892ae1c0e5816c2ab7ef6e7b8ec278f6291c07e3533c0c38793d0

Observation 20fcc26d-e5b9-4c05-9573-cc7ab0ef6084 · outbound

This paper cites Theoretical limitations of multi-layer Transformer.

Lower bounds on transformers with infinite precision Theoretical limitations of multi-layer Transformer

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-10T23:36:27.117603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:36:27.117603Z digest=sha256:dad8e116c0b45a0c8a98f98da0e8d7bcb9bee6b0d201ce5ac199f1be5dc1a7b8

Observation 35dbf6b6-ccb5-4818-aec3-ce2b828f553d · outbound

This paper cites W., and Jerrum, M.

Lower bounds on transformers with infinite precision W., and Jerrum, M

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:36:27.247403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:36:27.121290Z digest=sha256:e24c5d531519a8722078c48eca18b6ab0a7d54965a4cc83332aa7335db74acd2

Observation 264bfb7b-026f-4a51-b7ae-cadb5a09595d · outbound

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

Lower bounds on transformers with infinite precision Theoretical limitations of self-attention in neural sequence mod- els

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:36:27.234895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:36:27.124830Z digest=sha256:4a67680f46b178c5088af7c11a7aa89e9808ec8b48631290f93afe4b095f6dba

Observation 61d35e0b-08a5-420f-a983-eb83f8f3c1ff · outbound

This paper cites Formal language recognition by hard attention transformers: Perspectives from circuit complex ity.

Lower bounds on transformers with infinite precision Formal language recognition by hard attention transformers: Perspectives from circuit complex ity

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:36:27.222305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:36:27.128338Z digest=sha256:b432f1841531e26c362a8d73fb83d9010c48a8bced34b3c0cfed68f0476300b7

Observation 60b583dd-080c-4a1c-961f-6f7264960dc7 · outbound

This paper cites On Limitations of the Transformer Architecture.

Lower bounds on transformers with infinite precision On Limitations of the Transformer Architecture

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T23:36:27.133870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:36:27.133870Z digest=sha256:31fb571051543de822d690a39d87ffc3d167d3e2bad4378a6746db9dd5aa5833

Observation 9e025174-bffb-46a6-93ae-4599eb81e8df · outbound

This paper cites J., and Telgarsky, M.

Lower bounds on transformers with infinite precision J., and Telgarsky, M

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:36:27.207236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T23:36:27.138978Z digest=sha256:3c73c473a6e305304b777b3049b46b9851ca524d5c65f12e6091eeadeefe4521

Pith citing papers

Observation e0ae232d-ede8-4e86-b337-a761520ba6f4 · inbound

Lower Bounds for Chain-of-Thought Reasoning in Hard-Attention Transformers cites this paper.

Lower Bounds for Chain-of-Thought Reasoning in Hard-Attention Transformers Lower bounds on transformers with infinite precision

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-09T12:23:57.818820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T12:23:57.818820Z digest=sha256:972a83df8b94ff9febe5395d4c6bf349909da02082c813a01a076190759b5a6c

Observation 49c33eec-0cf9-45d5-a364-6c2c18a18adb · inbound

Attention-based representations for multi-task computation cites this paper.

Attention-based representations for multi-task computation Lower bounds on transformers with infinite precision

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-08T00:18:21.793091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T00:18:21.297935Z digest=sha256:70d9019cf05db3da56d2ff9595436f89033fdcec30eb3c77ced0e62cb9a0e687