data valuation

For-Value: Efficient Forward-Only Data Valuation for finetuning LLMs and VLMs ACL 2026 From Points to Coalitions: Hierarchical Contrastive Shapley Values for Prioritizing Data Samples AAAI 2026 Optimizing Product Provenance Verification Using Data Valuation Methods AAAI 2026 Ripple Shapley: Data Influence Attribution in One Federated Training Run AAAI 2026 ALinFiK: Learning to Approximate Linearized Future Influence Kernel for Scalable Third-Party LLM Data Valuation NAACL 2025 Capturing the Temporal Dependence of Training Data Influence ICLR 2025 Efficient Top-m Data Values Identification for Data Selection ICLR 2025 Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution CVPR 2025 GMValuator: Similarity-based Data Valuation for Generative Models ICLR 2025 LimaCost: Data Valuation for Instruction Tuning of Large Language Models EMNLP 2025 Mixture-of-Scores: Robust Image-Text Data Valuation via Three Lines of Code ICCV 2025 Monte Carlo Sampling for Analyzing In-Context Examples NAACL 2025 Precedence-Constrained Winter Value for Effective Graph Data Valuation ICLR 2025 SAVA: Scalable Learning-Agnostic Data Valuation ICLR 2025 Shapley-Guided Utility Learning for Effective Graph Inference Data Valuation ICLR 2025 2D-OOB: Attributing Data Contribution Through Joint Valuation Framework NeurIPS 2024 Data Acquisition via Experimental Design for Data Markets NeurIPS 2024 Data Distribution Valuation NeurIPS 2024 Data Valuation and Detections in Federated Learning CVPR 2024 DeRDaVa: Deletion-Robust Data Valuation for Machine Learning AAAI 2024 Distributionally Robust Data Valuation ICML 2024 Efficient Data Shapley for Weighted Nearest Neighbor Algorithms AISTATS 2024 Faster Approximation of Probabilistic and Distributional Values via Least Squares ICLR 2024 One Sample Fits All: Approximating All Probabilistic Values Simultaneously and Efficiently NeurIPS 2024 Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution NeurIPS 2024