Pith. sign in

Paper Citation Record · LEDGER

Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:1908.08619.

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

pith.paper-citation-record.v1
1908.08619 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:57:31.219175Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T02:39:25.529310Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 8b8e5694-c9c0-4f7b-8844-1b234ac84787 · inbound

On the Usage of Gaussian Process for Efficient Data Valuation cites this paper.

On the Usage of Gaussian Process for Efficient Data Valuation Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T10:57:31.219175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:57:31.219175Z digest=sha256:d6c03befd8554d347f320ce95941bf12d64d1fe27e88f593d314e3c8416ae972

Observation 865ec851-e196-4ed0-a1a3-63f334a847e3 · inbound

Semivalue-based data valuation is arbitrary and gameable cites this paper.

Semivalue-based data valuation is arbitrary and gameable Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T00:56:03.092066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:56:03.092066Z digest=sha256:e4e35155e7ea3bc8bf75d487bdae774a5d7f0f246161f2a4789a8391598d7da8

Observation 14abe577-a5ba-4a77-840e-99cb91743fba · inbound

A case for data valuation transparency via DValCards cites this paper.

A case for data valuation transparency via DValCards Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T21:50:21.992327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:50:21.992327Z digest=sha256:3e022cba6b1438123c121fe5a5b182878949f0a0d305b5e8af9de8f68b829d3f

Observation 4bb98c77-decb-4d4b-be09-c00eb4a77e22 · inbound

KAIROS: Scalable Model-Agnostic Data Valuation cites this paper.

KAIROS: Scalable Model-Agnostic Data Valuation Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T21:41:10.298643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:41:10.298643Z digest=sha256:2c4eb1004b37d97b8f1ffec38a5dbf22a9af71637ca96b4b03ca56bd2b879242

Observation 51bfaa8f-36ae-45ed-84b5-ad3f1edc2868 · inbound

CompLeak: Deep Learning Model Compression Exacerbates Privacy Leakage cites this paper.

CompLeak: Deep Learning Model Compression Exacerbates Privacy Leakage Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-06T15:18:30.141599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:18:30.141599Z digest=sha256:546385985624b0fa9adf4a282f0ecc27e95e867767b45989e15b4395426372e4

Observation d9af9b18-a9b0-4455-84f5-d9de96378dd2 · inbound

Understanding Data Influence with Differential Approximation cites this paper.

Understanding Data Influence with Differential Approximation Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T18:28:53.778662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T18:28:53.778662Z digest=sha256:1400f764eb380dc24cb4baeb644c75285f48930517d2dfc478730daf49e86997

Observation 7fa31a97-aa96-422b-a9a2-ec1a5aa544ae · inbound

In-Run Data Shapley for Adam Optimizer cites this paper.

In-Run Data Shapley for Adam Optimizer Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-03T06:10:20.071199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T06:10:20.071199Z digest=sha256:cf3b013ff06f5516403801b7cc4b2ac1a2f6fcf3a98efcca44d8b69eb148f06e

Observation a467a41a-1a25-4194-9d85-e222e891d700 · inbound

Buying Data of Unknown Quality: Fisher Information Procurement Auctions cites this paper.

Buying Data of Unknown Quality: Fisher Information Procurement Auctions Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-11T08:25:58.737286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T16:40:16.981339Z digest=sha256:c552b6180b4b5c0b84e2bed356e975de279c9eb7002b6e050e9fdc516e422728

Observation 6c4fba0a-9ea6-40ec-a4b0-a809584fbab6 · inbound

Dynamic Shapley Computation cites this paper.

Dynamic Shapley Computation Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-21T06:39:43.789546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-21T06:37:58.707160Z digest=sha256:904e8ce531204b3efc3ca529408aa6b8081017b9a7e6ba65735ab4c294064dad

Observation ccfe9aa9-5ef5-43bf-a631-4f397bf9f5ff · inbound

Towards Provably Fair Machine Learning: Bayesian Approaches For Consistent and Transparent Predictions cites this paper.

Towards Provably Fair Machine Learning: Bayesian Approaches For Consistent and Transparent Predictions Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T10:37:56.835444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T09:55:35.961288Z digest=sha256:4e2f7f762d23f29c9f61551282596110a1d58d44c19cb73e3cebb9aa626641bb

Observation f5b7da6f-91e0-4bca-b1c9-08b1452d35ac · inbound

TimeLAVA: Learning-Agnostic Valuation for Time Series Data cites this paper.

TimeLAVA: Learning-Agnostic Valuation for Time Series Data Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 77

Resolution
verified exact
arxiv_id, observed 2026-07-04T02:39:25.530831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-06-26T19:24:11.409158Z digest=sha256:b62f09a5bde3a0bef77c910f8391218d79e31650acef499e4854890fc841906f

Observation dc5289cd-8ff5-4353-829e-6abe49b37ff5 · inbound

TimeLAVA: Learning-Agnostic Valuation for Time Series Data cites this paper.

TimeLAVA: Learning-Agnostic Valuation for Time Series Data Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 77

Resolution
verified exact
arxiv_id, observed 2026-06-30T11:34:38.138785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-06-30T11:26:55.141746Z digest=sha256:26bcecc1dd65ca2a62c375effe60da0b2d3ecf252aa921b5b8cc4d63ec7a79de

Observation c61d7b94-42ad-4038-8f6c-797de1d0fd63 · inbound

An Asymptotic Analysis of the Shapley Value for Dataset Valuation cites this paper.

An Asymptotic Analysis of the Shapley Value for Dataset Valuation Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-12T02:56:23.522332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T02:56:23.522332Z digest=sha256:9546b3d41fe327c7c21b70a3c624d5d56bb9323b4396d21807bc2b6594e7f3ca

Observation ec824155-12a2-43c6-918f-cd18cdbb4704 · inbound

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation cites this paper.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-12T00:46:20.409088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T00:46:20.409088Z digest=sha256:a4812282729ecbf5701de7630fc2a36fdaa11978af92a90b12c1e2b807f9d492