Efficient Decentralized Multi-task Dataset Valuation via Model Merging | Paper Citation Record

Observation 1242f109-8928-4cd4-8b90-01e7a39356c1 · outbound

This paper cites A marketplace for data: An algorithmic solution.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging A marketplace for data: An algorithmic solution

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Observation f3769548-ec5d-4676-ae7e-b504ffd47945 · outbound

This paper cites Mix Data or Merge Models? Optimizing for Diverse Multi-Task Learning.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Mix Data or Merge Models? Optimizing for Diverse Multi-Task Learning

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This paper cites Towards reversible model merging for low-rank weights.arXiv preprint arXiv:2510.14163, 2025.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Towards reversible model merging for low-rank weights.arXiv preprint arXiv:2510.14163, 2025

Reference 3

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This paper cites Fundamentals of task- agnostic data valuation.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Fundamentals of task- agnostic data valuation

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This paper cites Food-101–mining discriminative components with random forests.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Food-101–mining discriminative components with random forests

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Observation 76f28ae9-4f99-462c-ac09-23a368e35473 · outbound

This paper cites CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning

Reference 6

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Observation 3dc27b28-c9b1-4cb8-8596-44d153ce78fe · outbound

This paper cites Towards model-based pricing for machine learning in a data marketplace.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Towards model-based pricing for machine learning in a data marketplace

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Observation 382c4e66-de17-414f-920b-1128408edf1e · outbound

This paper cites Defending unauthorized model merging via dual-stage weight protection.arXiv preprint arXiv:2511.11851, 2025.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Defending unauthorized model merging via dual-stage weight protection.arXiv preprint arXiv:2511.11851, 2025

Reference 8

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Observation 77601dc2-3e43-4f42-bf54-26a3c24d0a1f · outbound

This paper cites Remote sensing image scene classification: Benchmark and state of the art.Proceedings of the IEEE, 105(10):1865–1883, 2017.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Remote sensing image scene classification: Benchmark and state of the art.Proceedings of the IEEE, 105(10):1865–1883, 2017

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Observation 9f2c4d2e-563e-405a-9d7c-e45b22a80e7c · outbound

This paper cites A Joint Energy and Differentially-Private Smart Meter Data Market.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging A Joint Energy and Differentially-Private Smart Meter Data Market

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Observation fb151ccc-7427-49d0-b845-f5ba62d4d359 · outbound

This paper cites Aggarwal, and Yao Ma.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Aggarwal, and Yao Ma

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This paper cites Scaling Instruction-Finetuned Language Models.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Scaling Instruction-Finetuned Language Models

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Observation 8f2043da-44a0-48d2-bf56-04cfcea285f4 · outbound

This paper cites Describing textures in the wild.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Describing textures in the wild

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Observation 026ab180-0987-44eb-b0b6-74c90c5f85f4 · outbound

This paper cites Boolq: Exploring the surprising difficulty of natural yes/no questions.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Boolq: Exploring the surprising difficulty of natural yes/no questions

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Observation 89e827d4-c670-4ab6-8ae0-e1b1311205cd · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

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Observation b092aa5d-ca56-48af-855a-dc9a8d27b51b · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Training Verifiers to Solve Math Word Problems

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Observation 85e581c0-7fb3-4772-9f85-69d2bdabd63b · outbound

This paper cites Emnist: Extending mnist to handwritten letters.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Emnist: Extending mnist to handwritten letters

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This paper cites Disentangled Structural and Featural Representation for Task-Agnostic Graph Valuation.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Disentangled Structural and Featural Representation for Task-Agnostic Graph Valuation

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Observation 644527e2-8eab-426f-a572-3f3ad60b9a11 · outbound

This paper cites Du-shapley: A shapley value proxy for efficient dataset valuation.Advances in Neural Information Processing Systems, 37:1973–2000, 2024.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Du-shapley: A shapley value proxy for efficient dataset valuation.Advances in Neural Information Processing Systems, 37:1973–2000, 2024

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Observation 6c572775-97a2-46e5-9809-5e89c78368eb · outbound

This paper cites Did aristotle use a laptop? a question answering benchmark with implicit reasoning strategies.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Did aristotle use a laptop? a question answering benchmark with implicit reasoning strategies

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Observation 7b529507-602d-4dfc-a179-d57309aa1bab · outbound

This paper cites Data shapley: Equitable valuation of data for machine learning.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Data shapley: Equitable valuation of data for machine learning

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Observation afb0c9bf-b708-4105-afe7-fc541af9ae1e · outbound

This paper cites The Llama 3 Herd of Models.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging The Llama 3 Herd of Models

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Unresolved cited work

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Observation 5c27d139-f6fa-4f6e-ad4c-8965fca81052 · outbound

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Unresolved cited work

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This paper cites Editing models with task arithmetic.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Editing models with task arithmetic

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This paper cites Private, Augmentation-Robust and Task-Agnostic Data Valuation Approach for Data Marketplace.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Private, Augmentation-Robust and Task-Agnostic Data Valuation Approach for Data Marketplace

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Efficient task-specific data valuation for nearest neighbor algorithms.Proc

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Unresolved cited work

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Pubmedqa: A dataset for biomedical research question answering

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This paper cites Disrupting model merging: A parameter-level defense without sacrificing accuracy.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Disrupting model merging: A parameter-level defense without sacrificing accuracy

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Understanding black-box predictions via influence functions

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging 3d object representations for fine- grained categorization

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Learning multiple layers of features from tiny images

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Gradient-based learning applied to document recognition.Proceedings of the IEEE, 86(11):2278–2324, 1998

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging When is task vector provably effective for model editing? a generalization analysis of nonlinear transformers

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Dealer: an end-to-end model marketplace with differential privacy.Proc

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging doi: 10.14778/3447689.3447700

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Data Measurements for Decentralized Data Markets

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Observation 3a5263f3-7872-4811-9a5a-02cc96ea328b · outbound

This paper cites Maas, Raymond E.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Maas, Raymond E

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Bounding the Estimation Error of Sampling-based Shapley Value Approximation

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Merging models with fisher-weighted averaging

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Can a suit of armor conduct electricity? a new dataset for open book question answering

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Scalable data ablation approximations for language models through modular training and merging

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Unresolved cited work

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Selectformer: Private and practical data selec- tion for transformers

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Unresolved cited work

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Medmcqa: A large-scale multi-subject multi-choice dataset for medical domain question answering

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Parkhi, Andrea Vedaldi, Andrew Zisserman, and C

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Recognizing indoor scenes

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Qwen2.5 Technical Report

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Learning transferable visual models from natural language supervision

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging A value for n-person games

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging The german traffic sign recognition benchmark: A multi-class classification competition

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging CommonsenseQA: A question answering challenge targeting commonsense knowledge

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Fusionbench: A comprehensive benchmark of deep model fusion.Journal of Machine Learning Research, 2025

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Heterogeneous graph data valuation: A shapley value- based approach

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Efficient Decentralized Multi-task Dataset Valuation via Model Merging Merge to Mix: Mixing Datasets via Model Merging

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Observation 8aefd375-a6f9-4d48-b7f1-6349a31d725e · outbound

This paper cites Private Data Valuation and Fair Payment in Data Marketplaces.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Private Data Valuation and Fair Payment in Data Marketplaces

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This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Attention is all you need.Advances in neural information processing systems, 30, 2017

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Observation bc518027-56e7-40b0-9329-9e8cd8fa3742 · outbound

This paper cites GLUE: A multi-task benchmark and analysis platform for natural language understanding.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging GLUE: A multi-task benchmark and analysis platform for natural language understanding

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Observation 72e052bc-72ad-436d-8260-3d2ab929e9ed · outbound

This paper cites Wang, Prateek Mittal, Dawn Song, and Ruoxi Jia.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Wang, Prateek Mittal, Dawn Song, and Ruoxi Jia

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Observation f00cdd65-48f9-44cd-b6bf-5ff577ec866e · outbound

This paper cites Model Unmerging: Making Your Models Unmergeable for Secure Model Sharing.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Model Unmerging: Making Your Models Unmergeable for Secure Model Sharing

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Observation d29c88be-d278-415e-8863-9d0e59ebc6aa · outbound

This paper cites Scaling intelligence through model merging: A comprehensive survey.Authorea Preprints, 2025.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Scaling intelligence through model merging: A comprehensive survey.Authorea Preprints, 2025

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Observation 70ffb220-3184-4b69-be35-36cc32251028 · outbound

This paper cites Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time

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Observation 16342ac1-fac2-4836-9b6e-08e5518647ef · outbound

This paper cites Visual transformers: Token-based image representation and processing for computer vision, 2020.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Visual transformers: Token-based image representation and processing for computer vision, 2020

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Observation e1613ffb-b867-4f57-9c13-0b55b3bfef6d · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

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Observation fd50621d-10d8-4987-a4e4-cbce74cc72f7 · outbound

This paper cites Ehinger, Aude Oliva, and Antonio Torralba.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Ehinger, Aude Oliva, and Antonio Torralba

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Observation be351dd6-f97a-4a0d-bb27-df8848b72bbb · outbound

This paper cites Ties-merging: Resolving interference when merging models.Advances in Neural Information Processing Systems, 36:7093–7115, 2023.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Ties-merging: Resolving interference when merging models.Advances in Neural Information Processing Systems, 36:7093–7115, 2023

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Observation 39ace9f7-171a-468f-a174-71af05241a93 · outbound

This paper cites On the Inflation of KNN-Shapley Value.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging On the Inflation of KNN-Shapley Value

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Observation e36d49c2-0c2d-4fdb-82ab-83d2d8803fd8 · outbound

This paper cites Data valuation using reinforcement learning.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Data valuation using reinforcement learning

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This paper cites Language models are super mario: Absorbing abilities from homologous models as a free lunch.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Language models are super mario: Absorbing abilities from homologous models as a free lunch

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Observation b7062587-6939-4e06-a014-9d3cf5a208e7 · outbound

This paper cites Character-level convolutional networks for text classification.Advances in neural information processing systems, 28, 2015.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Character-level convolutional networks for text classification.Advances in neural information processing systems, 28, 2015

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This paper cites Paws: Paraphrase adversaries from word scrambling.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Paws: Paraphrase adversaries from word scrambling

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This paper cites Toward Efficient Influence Function: Dropout as a Compression Tool.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Toward Efficient Influence Function: Dropout as a Compression Tool

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Observation 2007e623-1b6e-4b5c-b5ff-3a913be9596b · outbound

This paper cites On task vectors and gradients.arXiv preprint arXiv:2508.16082, 2025.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging On task vectors and gradients.arXiv preprint arXiv:2508.16082, 2025

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Observation 52c72c91-6dd8-4440-9e31-3087afc5de8a · outbound

This paper cites Multi-task code llms: Data mix or model merge?arXiv preprint arXiv:2601.21115, 2026.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Multi-task code llms: Data mix or model merge?arXiv preprint arXiv:2601.21115, 2026

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This paper cites Moreover, the Shapley coefficients form a convex combination, i.e., 1 n P S⊆[n]\{i} 1 ( n−1 |S| ) = 1.

Efficient Decentralized Multi-task Dataset Valuation via Model Merging Moreover, the Shapley coefficients form a convex combination, i.e., 1 n P S⊆[n]\{i} 1 ( n−1 |S| ) = 1

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