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Zhiyi Duan

3 accepted papers

2026

HISE-KT: Synergizing Heterogeneous Information Networks and LLMs for Explainable Knowledge Tracing with Meta-Path Optimization

AAAI 2026technical

Knowledge Tracing (KT) aims to mine students’ evolving knowledge states and predict their future question-answering performance. Existing methods based on heterogeneous information networks (HINs) are prone to introducing noises due to manual or random selection of meta-paths and lack necessary qua

Cited by 0SourcePDFScholar
2026

Measuring the Unmeasurable: Unveiling Latent Cognitive Capabilities of LLM

AAAI 2026technical

As large language models (LLMs) are increasingly deployed in high-stakes domains such as education, healthcare, and law, accurately evaluating their nuanced reasoning process becomes essential to ensure their safety, reliability, and trustworthiness. However, most existing benchmarks evaluate LLMs a

Cited by 0SourcePDFScholar
2026

SafeLogo: Turning Your Logos into Jailbreak Shields via Micro-Regional Adversarial Training

CVPR 2026

Recent Vision-Language Models (VLMs) have become increasingly susceptible to jailbreak attacks, where adversarial prompts exploit subtle manipulation to circumvent safety alignment.The diversity and adaptability of such jailbreakers necessitate a defense mechanism with strong generalization capabili

Cited by 0SourceScholar