4 papers
Multimodal Continual Instruction Tuning with Dynamic Gradient Guidance
Songze Li, Mingyu Gao, Tonghua Su +2
Multimodal continual instruction tuning enables multimodal large language models to sequentially adapt to new tasks while building upon previously acquired knowledge. However, this…
A Comprehensive Evaluation of LLM Reasoning: From Single-Model to Multi-Agent Paradigms
Yapeng Li, Jiakuo Yu, Zhixin Liu +4
Large Language Models (LLMs) are increasingly deployed as reasoning systems, where reasoning paradigms - such as Chain-of-Thought (CoT) and multi-agent systems (MAS) - play a criti…
Balancing Stability and Plasticity in Pretrained Detector: A Dual-Path Framework for Incremental Object Detection
Songze Li, Qixing Xu, Tonghua Su +2
The balance between stability and plasticity remains a fundamental challenge in pretrained model-based incremental object detection (PTMIOD). While existing PTMIOD methods demonstr…
DUKAE: DUal-level Knowledge Accumulation and Ensemble for Pre-Trained Model-Based Continual Learning
Songze Li, Tonghua Su, Xu-Yao Zhang +2
Pre-trained model-based continual learning (PTMCL) has garnered growing attention, as it enables more rapid acquisition of new knowledge by leveraging the extensive foundational un…