Improvement of Learning

CoSPED: Consistent Soft Prompt Targeted Data Extraction and Defense

Authors: Yang Zhuochen, Fok Kar Wai, Thing Vrizlynn | Published: 2025-10-13
Privacy Enhancing Technology
Improvement of Learning
Defense Mechanism

UpSafe$^\circ$C: Upcycling for Controllable Safety in Large Language Models

Authors: Yuhao Sun, Zhuoer Xu, Shiwen Cui, Kun Yang, Lingyun Yu, Yongdong Zhang, Hongtao Xie | Published: 2025-10-02
Relationship of AI Systems
Improvement of Learning
防御手法の統合

Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets

Authors: Yechao Zhang, Yuxuan Zhou, Tianyu Li, Minghui Li, Shengshan Hu, Wei Luo, Leo Yu Zhang | Published: 2025-04-16
Backdoor Detection
Improvement of Learning
Effectiveness Analysis of Defense Methods

Support is All You Need for Certified VAE Training

Authors: Changming Xu, Debangshu Banerjee, Deepak Vasisht, Gagandeep Singh | Published: 2025-04-16
Improvement of Learning
Adversarial attack
Watermark Design

On the Practice of Deep Hierarchical Ensemble Network for Ad Conversion Rate Prediction

Authors: Jinfeng Zhuang, Yinrui Li, Runze Su, Ke Xu, Zhixuan Shao, Kungang Li, Ling Leng, Han Sun, Meng Qi, Yixiong Meng, Yang Tang, Zhifang Liu, Qifei Shen, Aayush Mudgal, Caleb Lu, Jie Liu, Hongda Shen | Published: 2025-04-10 | Updated: 2025-04-23
User Experience Evaluation
Improvement of Learning
Machine Learning Application

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning

Authors: Lili Zhang, Quanyan Zhu, Herman Ray, Ying Xie | Published: 2025-01-26 | Updated: 2025-05-14
Network Threat Detection
User Activity Analysis
Improvement of Learning

LegalGuardian: A Privacy-Preserving Framework for Secure Integration of Large Language Models in Legal Practice

Authors: M. Mikail Demir, Hakan T. Otal, M. Abdullah Canbaz | Published: 2025-01-19
Privacy Protection
Improvement of Learning
Safety Alignment

SpaLLM-Guard: Pairing SMS Spam Detection Using Open-source and Commercial LLMs

Authors: Muhammad Salman, Muhammad Ikram, Nardine Basta, Mohamed Ali Kaafar | Published: 2025-01-09
LLM Performance Evaluation
Prompt Injection
Improvement of Learning

Ensuring superior learning outcomes and data security for authorized learner

Authors: Jeongho Bang, Wooyeong Song, Kyujin Shin, Yong-Su Kim | Published: 2025-01-01
Security Assurance
Improvement of Learning

Detecting Unsuccessful Students in Cybersecurity Exercises in Two Different Learning Environments

Authors: Valdemar Švábenský, Kristián Tkáčik, Aubrey Birdwell, Richard Weiss, Ryan S. Baker, Pavel Čeleda, Jan Vykopal, Jens Mache, Ankur Chattopadhyay | Published: 2024-08-16
Data Collection
Student Performance Prediction
Improvement of Learning