8 citations
- Jilin UniversityCN6 papers
- Heriot-Watt UniversityGB2 papers
- Hong Kong Polytechnic UniversityHK2 papers
- University of TrentoIT2 papers
- Beijing Jiaotong UniversityCN1 paper
- Dalian Maritime UniversityCN1 paper
- Fudan UniversityCN1 paper
- Griffith UniversityAU1 paper
- Institute of High Performance ComputingSG1 paper
- IR Dynamics (United States)US1 paper
- Jilin Jianzhu UniversityCN1 paper
- Nanyang Technological UniversitySG1 paper
6 papers
TRACE: Discovering Task-Specific Parameter via Adaptation-Aware Probing for Continual Fine-Tuning
Xiaosong Han, Ke Chen, Xindi Dai +7
In real-world deployment, LLMs are often adapted continually across tasks to keep LLMs up-to-date in production, where new fine-tuning should preserve previously learned skills. Ho…
Advancing Graph Few-Shot Learning via In-Context Learning
Renchu Guan, Yajun Wang, Chunli Guo +5
Graph few-shot learning, which aims to classify nodes from novel classes with only a few labeled examples, is a widely studied problem in graph learning. However, existing methods…
Automatic Self-supervised Learning for Social Recommendations
Xin He, Wenqi Fan, Mingchen Sun +2
In recent years, researchers have leveraged social relations to enhance recommendation performance. However, most existing social recommendation methods require carefully designed…
Balancing User Preferences by Social Networks: A Condition-Guided Social Recommendation Model for Mitigating Popularity Bias
Xin He, Wenqi Fan, Ruobing Wang +4
Social recommendation models weave social interactions into their design to provide uniquely personalized recommendation results for users. However, social networks not only amplif…
Leveraging the Power of Ensemble Learning for Secure Low Altitude Economy
Yaoqi Yang, Yong Chen, Jiacheng Wang +3
Low Altitude Economy (LAE) holds immense promise for enhancing societal well-being and driving economic growth. However, this burgeoning field is vulnerable to security threats, pa…
SIM-assisted Secure Mobile Communications via Enhanced Proximal Policy Optimization Algorithm
Wenxuan Ma, Bin Lin, Hongyang Pan +4
With the development of sixth-generation (6G) wireless communication networks, the security challenges are becoming increasingly prominent, especially for mobile users (MUs). As a…