Paper Citation Record · LEDGER

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT

As of 13 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2412.17019.

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

pith.paper-citation-record.v1
2412.17019 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T06:00:38.833910Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

48 of 48 outbound references displayed

verified exact0
verified fuzzy0
unresolved48
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 620b57af-f5b6-4810-aa43-6f8e60cce290 · outbound

This paper cites URL: " 'urlintro :=.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.619270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69f100e7-0477-4de7-8800-2fd1de30ad1a · outbound

This paper cites write newline.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.624968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 706ef6a7-62ff-416f-a3b2-ba663aba29e7 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.545007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6a5bf91c-6455-4d42-8180-174510c64450 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.531007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2bac1fdc-ff85-4d0a-ae15-a49c47a9d475 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.640036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5df77d16-ad49-43b7-8489-d1637188bfd3 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.507491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ec07b667-a7a2-4274-aaae-d1501f94de2b · outbound

This paper cites A Survey on In-context Learning.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT A Survey on In-context Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.649207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e657096d-f071-4693-b8a6-cd68c7627f2b · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.492220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cde2cdb8-d0f7-4262-95bd-efc7b8ab90cf · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.476823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b1699512-76dc-4c96-b206-acc3bb802b79 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.663356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d62eb6af-27ca-4680-9989-548c72e5e1cb · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.462566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bd9352eb-adce-41bf-99fe-49c43e24eb7f · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.672348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d70bf17f-ef97-4cd6-9465-d07d00584b7f · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.438786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1bc18136-2b5a-4175-8ee6-5e89869569a6 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.424252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0f3a803d-6693-44a6-acff-4d3a4bcd4d2a · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.685491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a505e70-2d60-4edd-a747-39212e57353f · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.690684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9b3b55-af39-42e0-8332-111d9fbe967e · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.695131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef196a78-ab84-4a6a-9114-6b3a11bd9ee7 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.399933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7f9ab124-1f46-435c-8ee2-7b700317832a · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.704605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ce826c7-2d05-4e76-a979-72ae659567a7 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.376106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6217acc9-50e9-4d68-a09d-c66b0571c45d · outbound

This paper cites One Step of Gradient Descent is Provably the Optimal In-Context Learner with One Layer of Linear Self-Attention.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT One Step of Gradient Descent is Provably the Optimal In-Context Learner with One Layer of Linear Self-Attention

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.713955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38352ba5-a066-4f92-968a-aa098501394e · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.361428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 20e010a7-8ef6-4893-aa81-ef908345985b · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.346516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8ee49ffb-ea23-49a2-b39e-474658e5fad4 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.727336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20436d33-a522-497c-ab4d-a76e17cd6d34 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.330583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 73a5f332-a0d0-42a8-a400-7146b79760e1 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.735956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dd1fcd9-8c64-4087-af76-6a50821613f9 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.740134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 431ffcf6-bbb8-4bbe-b5a8-78212ad7b3c6 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.296442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e457b792-71e3-4dc9-ab5c-4c2d390b1608 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.282013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 791e9a40-2bd2-4b62-a36d-cddef6ec498e · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.267247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6e953ab1-6409-4d05-bcc6-8b46d3c06f15 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.757583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b951175a-0437-4df9-9c9d-a1006038d219 · outbound

This paper cites Transformers as Support Vector Machines.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Transformers as Support Vector Machines

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.761946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 219b7a93-c3e2-4cd3-af51-c5ad16f840bf · outbound

This paper cites Scan and Snap: Understanding Training Dynamics and Token Composition in 1-layer Transformer.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Scan and Snap: Understanding Training Dynamics and Token Composition in 1-layer Transformer

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.766687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ced0d0c-f46c-4abd-8ae9-f5cf4a022ccd · outbound

This paper cites Function Vectors in Large Language Models.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Function Vectors in Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.771236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77d51de4-20dd-4b9a-90bb-15d267e8f743 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.775927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca54b518-3220-4538-9c33-f4ff44602fe4 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.780568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58b4fcd1-b840-4e43-af45-84140e90eecc · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.233941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 94f9f378-430c-4e99-9658-2ffbe3eae93a · outbound

This paper cites Neurons in Large Language Models: Dead, N-gram, Positional.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Neurons in Large Language Models: Dead, N-gram, Positional

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.789496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cdca2ea-bb22-4248-9fb5-bd7ef5924ebf · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.793805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a81bf314-ec7d-45e2-ba48-6122f9ca61da · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T06:00:39.209156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8d090988-c255-4db0-94c6-f7a478228d2d · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.801931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40e42c3c-a4f5-4e5a-b169-babf83398177 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.806577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca04a931-f967-496b-81eb-1a7c39cc6507 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.810700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edc2be9a-07e6-40e8-8323-bedf69ba8f90 · outbound

This paper cites Towards Best Practices of Activation Patching in Language Models: Metrics and Methods.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Towards Best Practices of Activation Patching in Language Models: Metrics and Methods

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.815310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 007f243f-6f75-4793-908e-fb603c3caab8 · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT OPT: Open Pre-trained Transformer Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.819686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74857f5e-631d-4ebf-a964-3d0285a53349 · outbound

This paper cites @esa (Ref.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT @esa (Ref

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.824200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c92a21c-8368-4e8b-81f5-2cb082a091b9 · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.828910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f341b33a-4a20-4ce9-8c1a-b46f7fcd57cb · outbound

This paper cites an unresolved cited work.

Reversed Attention: On The Gradient Descent Of Attention Layers In GPT Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T06:00:38.833910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.