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2020 – today
- 2025
[c1]Alex Iacob, Lorenzo Sani, Meghdad Kurmanji, William F. Shen, Xinchi Qiu, Dongqi Cai, Yan Gao, Nicholas Donald Lane:
DEPT: Decoupled Embeddings for Pre-training Language Models. ICLR 2025- [i11]William F. Shen, Xinchi Qiu, Meghdad Kurmanji, Alex Iacob, Lorenzo Sani, Yihong Chen, Nicola Cancedda, Nicholas D. Lane:
LUNAR: LLM Unlearning via Neural Activation Redirection. CoRR abs/2502.07218 (2025) - [i10]Zexi Li, Xiangzhu Wang, William F. Shen, Meghdad Kurmanji, Xinchi Qiu, Dongqi Cai, Chao Wu, Nicholas D. Lane:
Editing as Unlearning: Are Knowledge Editing Methods Strong Baselines for Large Language Model Unlearning? CoRR abs/2505.19855 (2025) - [i9]Alex Iacob, Lorenzo Sani, Mher Safaryan, Paris Giampouras, Samuel Horváth, Andrej Jovanovic, Meghdad Kurmanji, Preslav Aleksandrov, William F. Shen, Xinchi Qiu, Nicholas D. Lane:
DES-LOC: Desynced Low Communication Adaptive Optimizers for Training Foundation Models. CoRR abs/2505.22549 (2025) - [i8]Bargav Jayaraman, Virendra J. Marathe, Hamid Mozaffari, William F. Shen, Krishnaram Kenthapadi:
Permissioned LLMs: Enforcing Access Control in Large Language Models. CoRR abs/2505.22860 (2025) - [i7]William F. Shen, Xinchi Qiu, Nicola Cancedda, Nicholas D. Lane:
Don't Make It Up: Preserving Ignorance Awareness in LLM Fine-Tuning. CoRR abs/2506.14387 (2025) - [i6]Preslav Aleksandrov, Meghdad Kurmanji, Fernando García-Redondo, David O'Shea, William F. Shen, Alex Iacob, Lorenzo Sani, Xinchi Qiu, Nicola Cancedda, Nicholas D. Lane:
AbbIE: Autoregressive Block-Based Iterative Encoder for Efficient Sequence Modeling. CoRR abs/2507.08567 (2025) - [i5]Alex Iacob, Andrej Jovanovic, Mher Safaryan, Meghdad Kurmanji, Lorenzo Sani, Samuel Horváth, William F. Shen, Xinchi Qiu, Nicholas D. Lane:
MT-DAO: Multi-Timescale Distributed Adaptive Optimizers with Local Updates. CoRR abs/2510.05361 (2025) - 2024
- [i4]Lorenzo Sani, Alex Iacob, Zeyu Cao, Bill Marino, Yan Gao, Tomás Paulik, Wanru Zhao, William F. Shen, Preslav Aleksandrov, Xinchi Qiu, Nicholas D. Lane:
The Future of Large Language Model Pre-training is Federated. CoRR abs/2405.10853 (2024) - [i3]Alex Iacob, Lorenzo Sani, Bill Marino, Preslav Aleksandrov, William F. Shen, Nicholas Donald Lane:
Worldwide Federated Training of Language Models. CoRR abs/2405.14446 (2024) - [i2]Xinchi Qiu, William F. Shen, Yihong Chen, Nicola Cancedda, Pontus Stenetorp, Nicholas D. Lane:
PISTOL: Dataset Compilation Pipeline for Structural Unlearning of LLMs. CoRR abs/2406.16810 (2024) - [i1]Alex Iacob, Lorenzo Sani, Meghdad Kurmanji, William F. Shen, Xinchi Qiu, Dongqi Cai, Yan Gao, Nicholas D. Lane:
DEPT: Decoupled Embeddings for Pre-training Language Models. CoRR abs/2410.05021 (2024)
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