Trustworthy AI

Bayesain Deep Learning

TokUR: Token-Level Uncertainty Estimation for Large Language Model Reasoning

While Large Language Models (LLMs) have demonstrated impressive capabilities, their output quality remains inconsistent across various application scenarios, making it difficult to …

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Bayesain Deep Learning

Training-Free Bayesianization for Low-Rank Adapters of Large Language Models

Advances in Neural Information Processing Systems (NeurIPS), 2025

haizhou-shi
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BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models featured image
Bayesain Deep Learning

BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models

Advances in Neural Information Processing Systems (NeurIPS), 2024

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Yibin Wang
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Certified Robustness

Robustness-Aware Word Embedding Improves Certified Robustness to Adversarial Word Substitutions

Findings of ACL 2023

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Yibin Wang
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