Researcher profile
Thành Tâm Nguyên
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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Layer-wise Learning of Stochastic Neural Networks with Information Bottleneck
2017 · arXiv (Cornell University)
Information Bottleneck (IB) is a generalization of rate-distortion theory that naturally incorporates compression and relevance trade-offs for learning. Though the original IB has been extensively studied, there has not been much understanding of multiple bottlenecks …
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Localizing Before Answering: A Hallucination Evaluation Benchmark for Grounded Medical Multimodal LLMs
2025 · arXiv (Cornell University)
Medical Large Multi-modal Models (LMMs) have demonstrated remarkable capabilities in medical data interpretation. However, these models frequently generate hallucinations contradicting source evidence, particularly due to inadequate localization reasoning. This work reveals a critical limitation in …