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influence function

143 papers

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Also known as

IF

Co-occurring keywords

large language model (13587) training datum (124) machine unlearning (290) model interpretation (93) model interpretability (519) data attribution (16) neural network (6616) data selection (221) model debugging (24) training data attribution (10)

Papers

Test of Time: Rethinking Temporal Signal of Benchmark Contamination ACL 2026
FT-NCFM: An Influence-Aware Data Distillation Framework for Efficient VLA Models AAAI 2026
Investigating Data Pruning for Pretraining Biological Foundation Models at Scale AAAI 2026
Data Efficient RLVR via Off-Policy Influence Guidance ACL 2026
Delayed Feedback Modeling with Influence Functions AAAI 2026
On the Misalignment Between Data Learnability and Forgettability in Machine Unlearning AAAI 2026
ALinFiK: Learning to Approximate Linearized Future Influence Kernel for Scalable Third-Party LLM Data Valuation NAACL 2025
FINDR: A Fast Influential Data Selector for NL2Code Pretraining AACL 2025
On the Feasibility of In-Context Probing for Data Attribution NAACL 2025
Scalable Multi-Stage Influence Function for Large Language Models via Eigenvalue-Corrected Kronecker-Factored Parameterization IJCAI 2025
RELexED: Retrieval-Enhanced Legal Summarization with Exemplar Diversity NAACL 2025
Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection IJCNLP 2025
Unraveling the Influence of Training Data and Internal Structures in Large Language Models for Enhanced Explainability (Student Abstract) AAAI 2025
JI2S: Joint Influence‐Aware Instruction Data Selection for Efficient Fine‐Tuning EMNLP 2025
Do Influence Functions Work on Large Language Models? EMNLP 2025
Understanding Impact of Human Feedback via Influence Functions ACL 2025
Lacuna Inc. at SemEval-2025 Task 4: LoRA-Enhanced Influence-Based Unlearning for LLMs SEMEVAL 2025
Correcting Large Language Model Behavior via Influence Function AAAI 2025
Influence-Based Fair Selection for Sample-Discriminative Backdoor Attack AAAI 2025
Lacuna Inc. at SemEval-2025 Task 4: LoRA-Enhanced Influence-Based Unlearning for LLMs ACL 2025
Zero-Shot Machine Unlearning with Proxy Adversarial Data Generation IJCAI 2025
RRInf: Efficient Influence Function Estimation via Ridge Regression for Large Language Models and Text-to-Image Diffusion Models EMNLP 2025
ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025
Would You Like Your Data to Be Trained? A User Controllable Recommendation Framework AAAI 2024
Data Attribution for Text-to-Image Models by Unlearning Synthesized Images NIPS 2024