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LI Haisheng

2 accepted papers

2026

Position: Reframing Hallucination: Latent Space Geodesics as a Pathway for Generative Discovery

ICML 2026poster

Current evaluation paradigms for generative models rely heavily on retrieval-based metrics such as exact match accuracy, creating a bottleneck particularly in domains requiring scientific discovery and creative reasoning. These metrics penalize any deviation from the training distribution, treating …

Cited by 0SourceScholar
2025

OSTAR: Optimized Statistical Text-classifier with Adversarial Resistance

NeurIPS 2025poster

The advancements in generative models and the real-world attack of machine-generated text(MGT) create a demand for more robust detection methods. The existing MGT detection methods for adversarial environments primarily consist of manually designed statistical-based methods and fine-tuned classifi…

Cited by 0SourcecodeScholar