モデル性能評価

LMEraser: Large Model Unlearning through Adaptive Prompt Tuning

Authors: Jie Xu, Zihan Wu, Cong Wang, Xiaohua Jia | Published: 2024-04-17
クラスタリング手法
プライバシー保護手法
モデル性能評価

Optimization of Lightweight Malware Detection Models For AIoT Devices

Authors: Felicia Lo, Shin-Ming Cheng, Rafael Kaliski | Published: 2024-04-06
メンバーシップ推論
モデル性能評価
リソース最適化

Evaluating Adversarial Robustness: A Comparison Of FGSM, Carlini-Wagner Attacks, And The Role of Distillation as Defense Mechanism

Authors: Trilokesh Ranjan Sarkar, Nilanjan Das, Pralay Sankar Maitra, Bijoy Some, Ritwik Saha, Orijita Adhikary, Bishal Bose, Jaydip Sen | Published: 2024-04-05
ウォーターマーキング
モデル性能評価
敵対的サンプル

Reliable Feature Selection for Adversarially Robust Cyber-Attack Detection

Authors: João Vitorino, Miguel Silva, Eva Maia, Isabel Praça | Published: 2024-04-05
モデル性能評価
時間に関連する特徴
特徴選択手法

Accurate Low-Degree Polynomial Approximation of Non-polynomial Operators for Fast Private Inference in Homomorphic Encryption

Authors: Jianming Tong, Jingtian Dang, Anupam Golder, Callie Hao, Arijit Raychowdhury, Tushar Krishna | Published: 2024-04-04 | Updated: 2024-05-07
ウォーターマーキング
モデル性能評価
計算効率

Goldfish: An Efficient Federated Unlearning Framework

Authors: Houzhe Wang, Xiaojie Zhu, Chi Chen, Paulo Esteves-Veríssimo | Published: 2024-04-04 | Updated: 2024-04-23
モデル性能評価
損失関数
連合学習

Can Biases in ImageNet Models Explain Generalization?

Authors: Paul Gavrikov, Janis Keuper | Published: 2024-04-01
バイアス
モデル性能評価
透かし評価

Machine Unlearning for Traditional Models and Large Language Models: A Short Survey

Authors: Yi Xu | Published: 2024-04-01
データプライバシー評価
モデル性能評価
機械学習の忘却

Enhancing Reasoning Capacity of SLM using Cognitive Enhancement

Authors: Jonathan Pan, Swee Liang Wong, Xin Wei Chia, Yidi Yuan | Published: 2024-04-01
LLM性能評価
モデル性能評価
ログ解析手法

Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics

Authors: Shan Jia, Reilin Lyu, Kangran Zhao, Yize Chen, Zhiyuan Yan, Yan Ju, Chuanbo Hu, Xin Li, Baoyuan Wu, Siwei Lyu | Published: 2024-03-21 | Updated: 2024-06-11
LLM性能評価
モデル性能評価
透かし評価