Dawei Zhou

Plan and Budget: Effective and Efficient Test-Time Scaling on Reasoning Large Language Models

Seeing Through the Brain: New Insights from Decoding Visual Stimuli with fMRI

HalluGuard: Demystifying Data-Driven and Reasoning-Driven Hallucinations in LLMs

PDMBench: A Standardized Platform for Predictive Maintenance Research

MatSciBench: Benchmarking the Reasoning Ability of LLM in Materials Science

LinguaMate: Language‑Guided Metamaterial Discovery via Symbolic-Driven Latent Optimization

Towards Novel Metamaterial Discovery via Latent Space Regulation and Exploration

SPLiT: Popularity-Bias-Aware Online Prompt Optimization for LLM-based Recommendation

DISPROTBENCH: A Disorder-Aware, Task-Rich Benchmark for Evaluating Protein Structure Prediction in Realistic Biological Contexts

Data Value in the Age of Scaling: Understanding LLM Scaling Dynamics Under Real–Synthetic Data Mixtures

HypRQ-VAE: Long-Tail-Aware Item Indexing for Generative Recommender Systems

HeroFilter: Adaptive Spectral Graph Filter for Varying Heterophilic Relations

UniMate: A Unified Model for Mechanical Metamaterial Generation, Property Prediction, and Condition Confirmation

LensLLM: Unveiling Fine-Tuning Dynamics for LLM Selection

Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models