2 papers
cs.LG2026
Memory as a Markov Matrix: Sample Efficient Knowledge Expansion via Token-to-Dictionary Mapping
Kaustubh Pethkar, Ziyang Xiong, Zuofeng Shang +1
Continual incorporation of new knowledge is essential for the long-term evolution of large language models (LLMs). Existing approaches typically rely on parameter-update algorithms…
cs.CR2024
LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks
Qingzhao Zhang, Ziyang Xiong, Z. Morley Mao
Safety is a paramount concern for large language models (LLMs) in open deployment, motivating the development of safeguard methods that enforce ethical and responsible use through…