Liu Liu

ContextPRM: Leveraging Contextual Coherence for multi-domain Test-Time Scaling

NBSP: A Neuron-Level Framework for Balancing Stability and Plasticity in Deep Reinforcement Learning

SPOGW: a Score-based Preference Optimization method via Group-Wise comparison for workflows

From Sparse to Structured: A New Paradigm for Gradient-Based Parameter-Efficient Fine-Tuning

Activation‑Aware Pruning of Large Language Models

Hyperbolic Space Path Aggregation for Over-squashing in Multi-relational Graph

SIGMA: Refining Large Language Model Reasoning via Sibling-Guided Monte Carlo Augmentation

ER-AAE: A quantum state preparation approach based on entropy reduction