Dual-Uncertainty-Aware Hybrid Intent Routing in Task-Oriented Dialogue Systems

AttnSafe: Detecting potential backdoors for LLM via Attention Anomaly Analysis

Task-Dependent Algorithmic Equivalence of In-Context Learning

Fuzzy-Enhanced Physical-Logical Synergistic Framework for Document-Level Event Graph Construction

MF-SA: Multimodal Fusion Network with Semantic Alignment for Aspect-Based Multimodal Sentiment Analysis

DE-RAG: Differential Evolution Enhanced Offline Optimization for Knowledge Graph-based Retrieval-Augmented Generation

EmoThink: Multimodal Emotion Recognition via Active Visual Cognition and Chain-of-Thought Reasoning

Adaptive Multi-View Routing for Neural Code Search

Multi-Modal Perturbation Based Imperceptible Chinese Adversarial Example Generation

SDFP: Speculative Decoding with FIT-Pruned Models for Training-Free and Plug-and-Play LLM Acceleration

Noise-Robust Multimodal Sentiment Analysis with Confidence-Guided Training

LEMT: Enhancing Cross-Modal Sentiment Analysis with Structured LLM Representations for Social Media

S3L: Safety Subspace Structured LoRA with Risk-Aware Expert Routing for LLM Safety Alignment

DyGraph: A Dynamic Priority-Aware Framework for Multi-hop Reasoning Over Knowledge Graph with Large Language Model

RISC: Black-Box Risk-Bounded Score Calibration for Multilingual LLM-as-a-Judge

AMSW: Adaptive Multi-view Semantic Weighting for Chinese Harmful Meme Detection