アルゴリズム

A Primer on Bayesian Neural Networks: Review and Debates

Authors: Julyan Arbel, Konstantinos Pitas, Mariia Vladimirova, Vincent Fortuin | Published: 2023-09-28
アルゴリズム
サンプリング手法
モデル選択

FRAMU: Attention-based Machine Unlearning using Federated Reinforcement Learning

Authors: Thanveer Shaik, Xiaohui Tao, Lin Li, Haoran Xie, Taotao Cai, Xiaofeng Zhu, Qing Li | Published: 2023-09-19 | Updated: 2024-02-02
アルゴリズム
プライバシー手法
連合学習

Adversarial Training Should Be Cast as a Non-Zero-Sum Game

Authors: Alexander Robey, Fabian Latorre, George J. Pappas, Hamed Hassani, Volkan Cevher | Published: 2023-06-19 | Updated: 2024-03-18
アルゴリズム
敵対的サンプル
最適化手法

Cyber Key Terrain Identification Using Adjusted PageRank Centrality

Authors: Lukáš Sadlek, Pavel Čeleda | Published: 2023-06-19 | Updated: 2024-04-24
アルゴリズム
時間ウィンドウ解析
計算効率

Federated Learning Based Distributed Localization of False Data Injection Attacks on Smart Grids

Authors: Cihat Keçeci, Katherine R. Davis, Erchin Serpedin | Published: 2023-06-17
アルゴリズム
深層学習手法
連合学習

Evaluating Superhuman Models with Consistency Checks

Authors: Lukas Fluri, Daniel Paleka, Florian Tramèr | Published: 2023-06-16 | Updated: 2023-10-19
LLM性能評価
アルゴリズム
評価手法

Inroads into Autonomous Network Defence using Explained Reinforcement Learning

Authors: Myles Foley, Mia Wang, Zoe M, Chris Hicks, Vasilios Mavroudis | Published: 2023-06-15
アルゴリズム
シミュレーション結果評価
深層学習手法

Matching Pairs: Attributing Fine-Tuned Models to their Pre-Trained Large Language Models

Authors: Myles Foley, Ambrish Rawat, Taesung Lee, Yufang Hou, Gabriele Picco, Giulio Zizzo | Published: 2023-06-15
LLM性能評価
アルゴリズム
プロンプトインジェクション

PLAN: Variance-Aware Private Mean Estimation

Authors: Martin Aumüller, Christian Janos Lebeda, Boel Nelson, Rasmus Pagh | Published: 2023-06-14 | Updated: 2024-04-10
アルゴリズム
プライバシー手法
計算効率

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions

Authors: Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum | Published: 2023-06-14 | Updated: 2024-04-16
アルゴリズム
メンバーシップ推論
計算効率