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Paper Citation Record · LEDGER

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism

As of 21 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2411.09111.

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

pith.paper-citation-record.v1
2411.09111 v8

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T21:07:14.193055Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

30 of 30 outbound references displayed

  • verified exact2
  • verified fuzzy5
  • unresolved23
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 352ae7df-3bf0-47a9-890a-94a8268ab967 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.814661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T21:07:14.045386Z digest=sha256:a238fb04a1d19b9b591535fb9437d0403d3149bf6b041163637df1ab0c075f96

Observation 90253eb9-2172-4bdf-99dc-7553d63169d5 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.798640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T21:07:14.050880Z digest=sha256:75418af08b3249abc5c37cca45b397d12abb090eb208bf1bb29890ed27785246

Observation 54a9ae9b-3797-440c-b52b-5c5ba5979ae3 · outbound

This paper cites Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.056196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:07:14.056196Z digest=sha256:57c3b1b98553fba35423a0e909c4bd1b8da7b2c1d524d5141aaac7223b91d953

Observation 7d7311ae-f99f-4f53-a133-162a92e41da0 · outbound

This paper cites Transkimmer: Transformer Learns to Layer-wise Skim.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Transkimmer: Transformer Learns to Layer-wise Skim

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-12T21:07:14.493124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T21:07:14.062133Z digest=sha256:ac5f5fac8b4f76c931ea58b3928124a3f384495fe56cd9e0288f280129d38778

Observation 3e082394-610d-437c-b61f-eed8904a0b7b · outbound

This paper cites The Impact of Reasoning Step Length on Large Language Models.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism The Impact of Reasoning Step Length on Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.067573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:07:14.067573Z digest=sha256:a3570ddcf097b86b8cfbaf48b68a5f8446edd6098b86131229ef6ccab6e2df64

Observation 8b12c4c3-34ea-434f-aec7-403cf2d35ccd · outbound

This paper cites Decomposed Prompting: A Modular Approach for Solving Complex Tasks.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Decomposed Prompting: A Modular Approach for Solving Complex Tasks

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.073224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:07:14.073224Z digest=sha256:c7592fc23bcc70c8cca761b1739228e301c93f3f0a038a3a6861410763f57a81

Observation 8439da01-cccd-4fab-8051-0b0b0cdb0551 · outbound

This paper cites Reformer: The Efficient Transformer.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Reformer: The Efficient Transformer

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.078987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:07:14.078987Z digest=sha256:b5f046d233edd84ac868b0f784cde0193d886027ca72b7cbeda3917922669b0e

Observation da0585ec-5d15-4189-98f3-e3d0754549c8 · outbound

This paper cites A Survey of Graph Meets Large Language Model: Progress and Future Directions.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism A Survey of Graph Meets Large Language Model: Progress and Future Directions

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.084389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:07:14.084389Z digest=sha256:d4efb7a4ddc0ceeac2cbfc977ef5042fd9ead759e0790ff0f84097c7bc3ada5f

Observation 55f6241f-eec1-4c19-af0d-82b21456c427 · outbound

This paper cites Chain of Thought Empowers Transformers to Solve Inherently Serial Problems.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Chain of Thought Empowers Transformers to Solve Inherently Serial Problems

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.089640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:07:14.089640Z digest=sha256:5bbae6308fd07c2cce86169d5b292dcb69ac5fda653ad1970200887956f9c014

Observation 913a42e2-354e-4fdc-bd00-b7485afadd0e · outbound

This paper cites L., Ho, C.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism L., Ho, C

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:07:14.782102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 530bc43f-f497-4dcc-91de-587a041b15e3 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.764388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 5a3c94ac-c37f-4fa0-84cc-bcb60a5fc33b · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.748410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T21:07:14.104639Z digest=sha256:f03eb38e34b7d0f619ab8b1721d794f5475cf68857543bbbc7c06e556035579a

Observation 38c48cb2-b16f-4271-bc7b-f2152a7b2987 · outbound

This paper cites A., & Field, D.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism A., & Field, D

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:07:14.731601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 47f0f20f-f6d4-4809-b6e1-4a7908713346 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.715749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation ecd6bb61-094a-4d96-b4c5-d4a5fe9caab6 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.699401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation b33cd817-1a5e-4253-9d83-09c888bc1136 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.124249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 203fe581-cec9-4456-94ec-252a57482b52 · outbound

This paper cites GPT-4 Jailbreaks Itself with Near-Perfect Success Using Self-Explanation.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism GPT-4 Jailbreaks Itself with Near-Perfect Success Using Self-Explanation

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.129310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 39450b38-91ef-4db0-9cff-f80c05c8b0f5 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.670223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 252946ae-4f9b-4ff8-a62e-5e8f114532fb · outbound

This paper cites Predicting Attention Sparsity in Transformers.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Predicting Attention Sparsity in Transformers

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.139019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 45f91695-6e69-4cc7-8fa2-7f53ab78e055 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.144033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:07:14.144033Z digest=sha256:6cc1bc11afe059b00f101d5ee6e1ade708d0dd8fd22871e67a66a108326e6dcb

Observation ac7aaffe-a4eb-480c-b23f-ba3ac3a081e5 · outbound

This paper cites & Zhou, D.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism & Zhou, D

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.148579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a7aa8b0d-0661-4451-9131-7be57a11dd6b · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.632752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 7d936c12-6224-4649-887c-c3b7da10e383 · outbound

This paper cites Focus on the Core: Efficient Attention via Pruned Token Compression for Document Classification.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Focus on the Core: Efficient Attention via Pruned Token Compression for Document Classification

Reference 23

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation b912cc97-2479-45c8-9ccb-b4bb413b9374 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.614507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 7cc4c017-d2a7-45d2-92af-af663accc241 · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.595468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 2b327d4a-3c11-472f-9db0-e8ed57c6af77 · outbound

This paper cites & Liu, T.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism & Liu, T

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T21:07:14.172580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T21:07:14.172580Z digest=sha256:eed7ee056afd70683df534cc89d37fcf0152b3a323fac41437c49e797bf20db0

Observation 5247c691-4832-4028-9ff3-7c23a3ffcb8a · outbound

This paper cites an unresolved cited work.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-12T21:07:14.578386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation c02ba5dd-279a-4e3e-9c7a-9eab965afaf7 · outbound

This paper cites All combinations of the four columns.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism All combinations of the four columns

Reference 28

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation f1fbee70-bcba-426b-9cfa-ff87a292701a · outbound

This paper cites Then the equation Ax = b (always / sometimes but not always) has (a unique solution / many solutions / no solution).

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Then the equation Ax = b (always / sometimes but not always) has (a unique solution / many solutions / no solution)

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:07:14.545221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation fa0a6a13-31ff-4f2c-af56-457d43e380d2 · outbound

This paper cites All combinations of the four columns.

Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism All combinations of the four columns

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T21:07:14.527909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Pith citing papers

No inbound Pith citation observations are available.