influence estimation

TRACE: Trajectory-based Activation Change Estimation for Task-specific Data Selection AAAI 2026 Data Descriptions from Large Language Models with Influence Estimation EMNLP 2025 Influence-driven Curriculum Learning for Pre-training on Limited Data EMNLP 2025 JI2S: Joint Influence‐Aware Instruction Data Selection for Efficient Fine‐Tuning EMNLP 2025 LESS: Selecting Influential Data for Targeted Instruction Tuning ICML 2024 The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes CVPR 2024 Token-wise Influential Training Data Retrieval for Large Language Models ACL 2024 "What Data Benefits My Classifier?" Enhancing Model Performance and Interpretability through Influence-Based Data Selection ICLR 2024 Adapting and Evaluating Influence-Estimation Methods for Gradient-Boosted Decision Trees JMLR 2023 Farewell to Aimless Large-scale Pretraining: Influential Subset Selection for Language Model ACL 2023 Interpreting Unfairness in Graph Neural Networks via Training Node Attribution AAAI 2023 Maximum Consensus by Weighted Influences of Monotone Boolean Functions CVPR 2022 Explaining Neural Matrix Factorization with Gradient Rollback AAAI 2021 Influence Estimation for Generative Adversarial Networks ICLR 2021 What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation NeurIPS 2020 Scalable Influence Estimation in Continuous-Time Diffusion Networks NeurIPS 2013