Paper Citation Record · LEDGER

Simulating Hard Attention Using Soft Attention

As of 11 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2412.09925.

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

pith.paper-citation-record.v1
2412.09925 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T16:45:21.694977Z

measured 27 of 27 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 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

27 of 27 outbound references displayed

verified exact1
verified fuzzy3
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fc746193-8ab0-4d0b-b917-27c07164b826 · outbound

This paper cites URL: " 'urlintro :=.

Simulating Hard Attention Using Soft Attention URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.598030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 513f3b9b-0eba-4af3-90d6-d6dee17203a6 · outbound

This paper cites write newline.

Simulating Hard Attention Using Soft Attention write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.602394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70dc9865-7c46-40ec-a6f3-34b4266c583b · outbound

This paper cites Layer Normalization.

Simulating Hard Attention Using Soft Attention Layer Normalization

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.606676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a95aad9d-3eef-474d-b46e-f7af00aec75d · outbound

This paper cites Neural Machine Translation by Jointly Learning to Align and Translate.

Simulating Hard Attention Using Soft Attention Neural Machine Translation by Jointly Learning to Align and Translate

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.611105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7ab3a21-0e8f-42ae-b5cd-9df62de8794c · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.960284Z

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.

Observation 8b589903-6ac4-450a-84ec-07cf85f3dbf7 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.619715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f033e19-ec88-490d-bdf2-800349a2abde · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.950421Z

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.

Observation dcc402b6-1a52-41da-97dc-534f28e6610f · outbound

This paper cites Edelman, Surbhi Goel, Sham Kakade, and Cyril Zhang.

Simulating Hard Attention Using Soft Attention Edelman, Surbhi Goel, Sham Kakade, and Cyril Zhang

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:45:21.940187Z

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.

Observation 7489f6ca-651e-4671-8838-34e92de1c76e · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.929742Z

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.

Observation 6449b585-9984-4c92-80c1-093305828869 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.917641Z

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.

Observation af56f96b-edda-4456-bf21-0f70676e0fe4 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.636394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b00df638-9b2f-4d19-9266-6eb17c3a28c6 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.640078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06a64900-5653-45d5-bd8d-c78065e5774a · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.905876Z

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.

Observation d6e10374-a625-49fa-9d37-f79603c721f3 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.894957Z

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.

Observation 564164b7-59db-45a0-8c86-8c54e68e425a · outbound

This paper cites Ash, Surbhi Goel, Akshay Krishnamurthy, and Cyril Zhang.

Simulating Hard Attention Using Soft Attention Ash, Surbhi Goel, Akshay Krishnamurthy, and Cyril Zhang

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:45:21.884538Z

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.

Observation c07933f9-8433-4a2f-8e7e-40a32ce95b4e · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.875502Z

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.

Observation b6c2f6e4-19f4-47c9-a261-5181657cebf0 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.865800Z

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.

Observation 908619ad-2712-4af5-a0c4-84a0aa5b4ad0 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.661635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2663245-fd0f-4304-b6a2-0d3215ae56ff · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.854746Z

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.

Observation cedf00c5-ee7e-4191-9869-19bd65ece0b7 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.844608Z

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.

Observation 4b2f8fc6-3885-4856-b761-999a7ba8ff70 · outbound

This paper cites Transformers as Transducers.

Simulating Hard Attention Using Soft Attention Transformers as Transducers

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-11T16:45:21.791383Z

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.

Observation ab19734f-bf2f-4650-bf1c-ba490bae9090 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.834176Z

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.

Observation 88251523-fb4e-428b-b060-eca9597b8be0 · outbound

This paper cites Representation Benefits of Deep Feedforward Networks.

Simulating Hard Attention Using Soft Attention Representation Benefits of Deep Feedforward Networks

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.679501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17b35648-ebd6-439c-b75a-91d3d7ea4a84 · outbound

This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

Simulating Hard Attention Using Soft Attention Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T16:45:21.823541Z

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.

Observation cd0aabee-d51e-4e33-996c-26979800f18d · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T16:45:21.812374Z

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.

Observation 20b52a19-3641-4306-80c0-9966ca096522 · outbound

This paper cites Masked Hard-Attention Transformers Recognize Exactly the Star-Free Languages.

Simulating Hard Attention Using Soft Attention Masked Hard-Attention Transformers Recognize Exactly the Star-Free Languages

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.691099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 678c4654-9b59-470f-b112-36cd264db267 · outbound

This paper cites an unresolved cited work.

Simulating Hard Attention Using Soft Attention Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T16:45:21.694977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.