@inproceedings{11568_1361187,
 address = {Cham},
 author = {Bushipaka, Praveen and Passaro, Lucia and Cucinotta, Tommaso},
 booktitle = {Machine Learning and Principles and Practice of Knowledge Discovery in Databases. {{ECML PKDD}} 2025.},
 doi = {10.1007/978-3-032-19099-4_43},
 isbn = {978-3-032-19098-7},
 isbn+duplicate-1 = {9783032190994},
 keywords = {Batch & Sequential Unlearning,Best practices,Forget-Retain Sampling,Machine Unlearning in LLMs,Selective Sampling},
 pages = {635--658},
 publisher = {Springer Nature Switzerland},
 title = {Standard vs. Modular Sampling: {{Best}} Practices for Reliable {{LLM}} Unlearning},
 volume = {2840},
 year = {2026}
}