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Paper Citation Record · LEDGER

What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 30 inbound Pith citation observations for arXiv:2405.13954.

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

pith.paper-citation-record.v1
2405.13954 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 30 of 30 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:25:21.741015Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

5
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation acb60e22-a590-4019-848d-4a62000f39ff · inbound

Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models cites this paper.

Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 2

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no resolver link, observed 2026-08-12T17:25:21.741015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:25:21.741015Z digest=sha256:13459a1c932aefc107a432e1b86ff5cfc4ec58eea57c1ebae06921b8cea5d58e

Observation b9165765-447f-4720-9814-63c984db6434 · inbound

AttriBoT: A Bag of Tricks for Efficiently Approximating Leave-One-Out Context Attribution cites this paper.

AttriBoT: A Bag of Tricks for Efficiently Approximating Leave-One-Out Context Attribution What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 10

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no resolver link, observed 2026-08-12T14:35:56.730681Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T14:35:56.730681Z digest=sha256:453091b17fc1b356dc2604e3167d547d4b3b96a93b7c5bfb858945425a809acc

Observation 7c59ff56-6dcd-4dc0-8f8b-af7283848cf9 · inbound

TAROT: Targeted Data Selection via Optimal Transport cites this paper.

TAROT: Targeted Data Selection via Optimal Transport What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 2017

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no resolver link, observed 2026-08-12T05:27:21.933383Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:27:21.933383Z digest=sha256:e308a02fc281d66e0c37bc9acfb65b81342febbf8cf3c819e11ecfc1264b5575

Observation ae50c4f0-29c4-46d5-b1d6-9f981fedeaa1 · inbound

A Versatile Influence Function for Data Attribution with Non-Decomposable Loss cites this paper.

A Versatile Influence Function for Data Attribution with Non-Decomposable Loss What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 2020

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no resolver link, observed 2026-08-12T04:31:41.313388Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:31:41.313388Z digest=sha256:8e4fe7dd2fed047bbb4247bfa71a1d751ddb9d599075d4ee29f4f8babc487e67

Observation 3874a8f3-6213-487d-bc44-b2ac2b4b9bf4 · inbound

DMin: Scalable Training Data Influence Estimation for Diffusion Models cites this paper.

DMin: Scalable Training Data Influence Estimation for Diffusion Models What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 7

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arxiv_id, observed 2026-05-23T07:12:41.482329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-23T07:10:35.436691Z digest=sha256:b458d3819811f94f2eda58cefbb3f09c6b976531da1df5a4356a5e0cee2a0bcc

Observation 7b3dade0-2a60-4d5a-8125-203aca7f466c · inbound

Capturing the Temporal Dependence of Training Data Influence cites this paper.

Capturing the Temporal Dependence of Training Data Influence What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 15

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no resolver link, observed 2026-08-11T17:02:33.717534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:02:33.717534Z digest=sha256:251d59a4b07ccc00fc3157a5957c67612f71331142645a2dcdc187631e1fb884

Observation 3e2e4d88-e836-4d95-9795-87a324abcb7b · inbound

Methods to Assess the UK Government's Current Role as a Data Provider for AI cites this paper.

Methods to Assess the UK Government's Current Role as a Data Provider for AI What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 8

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no resolver link, observed 2026-08-12T11:02:19.341009Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:02:19.341009Z digest=sha256:f118f7f84b43c1a37a1659c5d208151efb2a63d8e8c161cc3f53587bd5f605a6

Observation 6bdef83a-5b00-4f28-8f88-b19ec792beb2 · inbound

Where Did Your Model Learn That? Label-free Influence for Self-supervised Learning cites this paper.

Where Did Your Model Learn That? Label-free Influence for Self-supervised Learning What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 10

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no resolver link, observed 2026-08-11T05:50:21.397507Z

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source=pdf_text observed=2026-08-11T05:50:21.397507Z digest=sha256:42ce1f6e62d9aa3e640d76fa38c6a1c6dd48c9d3e05abe9435a337d2205f21c0

Observation 5a3d386c-6967-4a11-a387-fc4e77ea0ce0 · inbound

Improving Influence-based Instruction Tuning Data Selection for Balanced Learning of Diverse Capabilities cites this paper.

Improving Influence-based Instruction Tuning Data Selection for Balanced Learning of Diverse Capabilities What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 7

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no resolver link, observed 2026-08-10T17:34:52.366739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T17:34:52.366739Z digest=sha256:dc784b5b2a35693b766068e03de43eb6b5b6f469ae948fad22d577b6ccf10cb8

Observation 3dfb820e-54a1-4abd-b44d-8f248c541e4b · inbound

QLESS: A Quantized Approach for Data Valuation and Selection in Large Language Model Fine-Tuning cites this paper.

QLESS: A Quantized Approach for Data Valuation and Selection in Large Language Model Fine-Tuning What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 6

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no resolver link, observed 2026-08-09T15:59:08.674665Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:59:08.674665Z digest=sha256:bf6be53c8d5cffba68ca28bde941378f0c5bc79228ade247bcb45592844b049a

Observation e7b1d77b-f26e-4d4a-96cf-3b70d92e2151 · inbound

Daunce: Data Attribution through Uncertainty Estimation cites this paper.

Daunce: Data Attribution through Uncertainty Estimation What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 8

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no resolver link, observed 2026-08-07T12:56:14.056444Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:56:14.056444Z digest=sha256:43ea796eb82ef622848c993cc37620632a60640c46749179be701545e747ab19

Observation 3c51a8e8-fc08-426b-8379-074619e98521 · inbound

MedPAIR: Measuring Physicians and AI Relevance Alignment in Medical Question Answering cites this paper.

MedPAIR: Measuring Physicians and AI Relevance Alignment in Medical Question Answering What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 14

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no resolver link, observed 2026-08-07T12:42:48.072916Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:42:48.072916Z digest=sha256:170be99809b6b6b39f00f5cf3ed9a0b7dbc56ddcadf2320cd2c175c64e13800a

Observation d1545317-39dc-4427-b19a-7a95f2c258fb · inbound

The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text cites this paper.

The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 28

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source=pdf_text observed=2026-08-07T10:29:43.586696Z digest=sha256:2e7061b6dce84e03ef0be51db16d99b8487625fa10f058d3b3ac2c5002efdadb

Observation 74054604-4c3d-43a0-8465-67011a7afe78 · inbound

Counterfactual Influence as a Distributional Quantity cites this paper.

Counterfactual Influence as a Distributional Quantity What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 2022

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no resolver link, observed 2026-08-06T22:53:57.053058Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:53:57.053058Z digest=sha256:fbd297eda196cbfc77adb979b7f5bee803a40daa4f5eaaf8a471e9337733613a

Observation 42133a1c-de57-4c0c-9a18-b3feebd64d5a · inbound

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

KAIROS: Scalable Model-Agnostic Data Valuation What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 8

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no resolver link, observed 2026-08-06T21:41:09.122891Z

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source=pdf_text observed=2026-08-06T21:41:09.122891Z digest=sha256:83d711892c55b64ba5cd2b601d3668467d9c64ec4daed9cf4068cf54c2350633

Observation 2fccad6a-8a27-4721-be9e-1d778ed67d9c · inbound

Class-Proportional Coreset Selection for Difficulty-Separable Data cites this paper.

Class-Proportional Coreset Selection for Difficulty-Separable Data What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 2

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:25:11.881362Z digest=sha256:ea4fe163920cefa48232f6bf8beb1d1ffcbe3956bb5e2d39a7267ce3be643533

Observation 4d6c20fe-90c0-45fb-9f84-3884d85ce1ea · inbound

Better Training Data Attribution via Better Inverse Hessian-Vector Products cites this paper.

Better Training Data Attribution via Better Inverse Hessian-Vector Products What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 1

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no resolver link, observed 2026-08-06T15:54:42.360721Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:54:42.360721Z digest=sha256:53956c0e7ea1c6785eeb7ee3c530f76d37c4ff4c12b90352e361f362d5542c8f

Observation 2715468a-44c5-4202-bb8f-d75227ad2398 · inbound

Understanding Data Influence with Differential Approximation cites this paper.

Understanding Data Influence with Differential Approximation What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 44

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no resolver link, observed 2026-08-05T18:28:54.016047Z

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source=pdf_text observed=2026-08-05T18:28:54.016047Z digest=sha256:2ffccdae9be04cb80c5d05a1fe2efae33f112d1315b05aab936a49a0a109f53e

Observation 040c75cf-a3d6-4bb2-9784-bd68fe2671aa · inbound

LLM generation novelty through the lens of semantic similarity cites this paper.

LLM generation novelty through the lens of semantic similarity What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 9

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no resolver link, observed 2026-08-04T07:22:02.954855Z

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source=arxiv_source observed=2026-08-04T07:22:02.954855Z digest=sha256:ec86960f5c63505ed97169238c4d992c664aec3142e4eb71e9bbd95572d93077

Observation 5964d3c3-ba3d-45ab-818d-652e3c02aad7 · inbound

On the Accuracy of Newton Step and Influence Function Data Attributions cites this paper.

On the Accuracy of Newton Step and Influence Function Data Attributions What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 6

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metadata mismatch
arxiv_id, observed 2026-05-21T17:50:26.368155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-21T17:47:21.976868Z digest=sha256:6bb7bcc78078a57a0b460d38bfb301264e23b35d46c9df816cc8d4e145e96f51

Observation 04bc9a33-229e-4ff8-8d78-2e70debc4dfb · inbound

Efficient Estimation of Kernel Surrogate Models for Task Attribution cites this paper.

Efficient Estimation of Kernel Surrogate Models for Task Attribution What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 1

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arxiv_id, observed 2026-05-16T08:00:44.855210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-16T07:57:57.953637Z digest=sha256:3db98d0181c4794493bc398adb00823da0ad0758eeea593ae243c19e7d81c801

Observation ea11efb9-c3b0-4809-9fc1-bb45792f2322 · inbound

A Human-Centric Framework for Data Attribution in Large Language Models cites this paper.

A Human-Centric Framework for Data Attribution in Large Language Models What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 50

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arxiv_id, observed 2026-05-16T02:37:10.074908Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-16T02:33:56.023070Z digest=sha256:383b135d544a7c51ce2b6e5d6b48a4bf4ccd0e88e5cbf035c22b362078f460b5

Observation a0a11839-2b7a-4845-a8bd-703e0a743920 · inbound

CLaRE-ty Amid Chaos: Quantifying Representational Entanglement to Predict Ripple Effects in LLM Editing cites this paper.

CLaRE-ty Amid Chaos: Quantifying Representational Entanglement to Predict Ripple Effects in LLM Editing What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 1

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arxiv_id, observed 2026-05-15T12:55:37.982743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-15T12:52:00.086156Z digest=sha256:d0ad9ae28b991f848ef8ed9bba21e6e589ae2049edeb673e80f9d0effcffcf2f

Observation e929c12d-cf04-4304-ade4-f724e6b040e5 · inbound

Sketching the Readout of Large Language Models for Scalable Data Attribution and Valuation cites this paper.

Sketching the Readout of Large Language Models for Scalable Data Attribution and Valuation What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 10

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arxiv_id, observed 2026-05-10T08:48:00.983672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-10T08:47:36.122054Z digest=sha256:cf94cf7af7b7a886ff3d92f6b7cba47c13ed5d2db537f5b1a3eabcfab9a243be

Observation f202ca1b-21ec-4367-9084-6bea98ba9225 · inbound

Sketching the Readout of Large Language Models for Scalable Data Attribution and Valuation cites this paper.

Sketching the Readout of Large Language Models for Scalable Data Attribution and Valuation What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 10

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no resolver link, observed 2026-08-02T16:12:07.882540Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T16:12:07.882540Z digest=sha256:1930d602b74d46d183256e0817af311ace2fd3f5d479700753412d7f0cd68cd5

Observation a632133e-d1bb-4d48-933d-3c5d9239c4b2 · inbound

TimeBlocks: Foundational and Continual Time-Series Blockbase -- Extended Version cites this paper.

TimeBlocks: Foundational and Continual Time-Series Blockbase -- Extended Version What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 13

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arxiv_id, observed 2026-07-01T21:56:15.605707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-28T16:03:51.869283Z digest=sha256:067c40996a1d735d11f4a960420b93f8bde20ecd89ae92f0dd6de91a17bcce9a

Observation 67c8be86-942e-49a2-8b62-52a63c55cc2a · inbound

DeMix: Debugging Training Data with Mixed Data Error Types by Investigating Influence Vectors cites this paper.

DeMix: Debugging Training Data with Mixed Data Error Types by Investigating Influence Vectors What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 5

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arxiv_id, observed 2026-07-03T09:17:49.027185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-27T10:22:33.710584Z digest=sha256:9452feb80dd6bb8ad6ed2d65b9bcade8f01800262beee47443f5a7231863461e

Observation ad2f5234-329d-466f-b44e-f401296350ba · inbound

DRIFT: Refining Instruction Data via On-Policy Data Attribution cites this paper.

DRIFT: Refining Instruction Data via On-Policy Data Attribution What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 2

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metadata mismatch
arxiv_id, observed 2026-07-03T19:18:54.746772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-27T01:57:05.784589Z digest=sha256:c1d2840631275250cc9341800e1fe251993b8d0c602ed789ebb002b5d65bbed8

Observation 8da06ebc-4084-4b03-aaa4-edd26c639ff0 · inbound

Quantifying the Agreement Between Data-Influence and Data-Similarity to Understand LLM Behavior cites this paper.

Quantifying the Agreement Between Data-Influence and Data-Similarity to Understand LLM Behavior What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 21

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verified exact
arxiv_id, observed 2026-06-26T08:49:14.913764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-06-26T08:45:34.884703Z digest=sha256:6a50db5a6219b3c3702f4a14ff997dbbe9624db2947a358cb519d3cfcdbb9223

Observation b59271dd-4e0b-435e-aa58-a456a93de6ab · inbound

What's a Credit Worth? A Market Framework for Attribution-Aware Compensation in Generative Music cites this paper.

What's a Credit Worth? A Market Framework for Attribution-Aware Compensation in Generative Music What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Reference 11

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arxiv_id, observed 2026-07-02T06:36:43.656770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-02T06:28:24.276953Z digest=sha256:4ca801ec0975dd86cfed6fe851eb28b9380cf4ed1a15337d3afe9b795ef3476b