TY  - CONF
ID  - dl3-b-unlearning-verification-boundaries-1
TI  - Towards Making Systems Forget with Machine Unlearning
AU  - Yinzhi Cao
AU  - Junfeng Yang
PY  - 2015
T2  - Proceedings of the 36th IEEE Symposium on Security and Privacy
UR  - https://www.cs.columbia.edu/~junfeng/papers/unlearning/
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
DO  - 10.1109/SP.2015.35
SP  - 463
EP  - 480
ER  - 

TY  - UNPB
ID  - dl3-b-unlearning-verification-boundaries-2
TI  - Machine Unlearning
AU  - Lucas Bourtoule
AU  - Varun Chandrasekaran
AU  - Christopher A. Choquette-Choo
AU  - Hengrui Jia
AU  - Adelin Travers
AU  - Baiwu Zhang
AU  - David Lie
AU  - Nicolas Papernot
PY  - 2019
T2  - arXiv preprint
UR  - https://arxiv.org/abs/1912.03817
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  - 

TY  - CONF
ID  - dl3-b-unlearning-verification-boundaries-3
TI  - Certified Data Removal from Machine Learning Models
AU  - Chuan Guo
AU  - Tom Goldstein
AU  - Awni Hannun
AU  - Laurens van der Maaten
PY  - 2020
T2  - Proceedings of the 37th International Conference on Machine Learning
UR  - https://proceedings.mlr.press/v119/guo20c.html
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
VL  - 119
SP  - 3832
EP  - 3842
ER  - 

TY  - CONF
ID  - dl3-b-unlearning-verification-boundaries-4
TI  - Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks
AU  - Aditya Golatkar
AU  - Alessandro Achille
AU  - Stefano Soatto
PY  - 2020
T2  - Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
UR  - https://openaccess.thecvf.com/content_CVPR_2020/html/Golatkar_Eternal_Sunshine_of_the_Spotless_Net_Selective_Forgetting_in_Deep_CVPR_2020_paper.html
N1  - Official CVF primary abstract and bibliographic metadata inspected through indexed web search on 2026-10-28; direct page access returned HTTP 403. No full proof or benchmark replication.
SP  - 9304
EP  - 9312
ER  - 

TY  - CONF
ID  - dl3-b-unlearning-verification-boundaries-5
TI  - Descent-to-Delete: Gradient-Based Methods for Machine Unlearning
AU  - Seth Neel
AU  - Aaron Roth
AU  - Saeed Sharifi-Malvajerdi
PY  - 2021
T2  - Proceedings of the 32nd International Conference on Algorithmic Learning Theory
UR  - https://proceedings.mlr.press/v132/neel21a.html
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
VL  - 132
SP  - 931
EP  - 962
ER  - 

TY  - UNPB
ID  - dl3-b-unlearning-verification-boundaries-6
TI  - When Machine Unlearning Jeopardizes Privacy
AU  - Min Chen
AU  - Zhikun Zhang
AU  - Tianhao Wang
AU  - Michael Backes
AU  - Mathias Humbert
AU  - Yang Zhang
PY  - 2020
T2  - arXiv preprint
UR  - https://arxiv.org/abs/2005.02205
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  -