Qi Long

Improving the Trade-off Between Watermark Strength and Speculative Sampling Efficiency for Language Models

Bi-Lipschitz Autoencoder With Injectivity Guarantee

TAB-DRW: A DFT-based Robust Watermark for Generative Tabular Data

Fundamental Limits of Game-Theoretic LLM Alignment: Smith Consistency and Preference Matching

Paraphrase-Robust Conformal Prediction for Reliable LLM Uncertainty Quantification

A Fine-Grained Analysis of Pure Semantic Preference Alignment in Large Language Models

CROME: Covariate-Balanced Causal Representation Learning for Composite Outcomes via Multi-Task Estimation in Electronic Health Records

$BetaConform$: Efficient MAP Estimation of LLM Ensemble Judgment Performance with Prior Transfer

On the Empirical Power of Goodness-of-Fit Tests in Watermark Detection

Mitigating the Privacy–Utility Trade-off in Decentralized Federated Learning via f-Differential Privacy

Fundamental Limits of Game-Theoretic LLM Alignment: Smith Consistency and Preference Matching

Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing

Sparse MoE as a New Retriever: Addressing Missing Modality Problem in Incomplete Multimodal Data

Restoring Calibration for Aligned Large Language Models: A Calibration-Aware Fine-Tuning Approach

$I$^2$MoE$: Interpretable Multimodal Interaction-aware Mixture-of-Experts

Multimodal Graph-LLM: Leveraging Graph-Enhanced LLMs for Multimodal Healthcare Predictions