activity
20232026
most citedEfficient Multimodal Large Language Models: A Survey

32 citations · 32 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL2026

Improving General Role-Playing Agents via Psychology-Grounded Reasoning and Role-Aware Policy Optimization

Zhenhua Xu, Dongsheng Chen, Jian Li +7

Building general-purpose role-playing agents that faithfully portray any character from a natural-language profile remains challenging. The dominant paradigm -- supervised fine-tun…

cs.LG2026

Improving Search Agent with One Line of Code

Jian Li, Dongsheng Chen, Zhenhua Xu +5

Tool-based Agentic Reinforcement Learning (TARL) has emerged as a promising paradigm for training search agents to interact with external tools for a multi-turn information-seeking…

cs.CL2026

SE-Search: Self-Evolving Search Agent via Memory and Dense Reward

Jian Li, Yizhang Jin, Dongqi Liu +9

Retrieval augmented generation (RAG) reduces hallucinations and factual errors in large language models (LLMs) by conditioning generation on retrieved external knowledge. Recent se…

cs.CV2024

LLaVA-VSD: Large Language-and-Vision Assistant for Visual Spatial Description

Yizhang Jin, Jian Li, Jiangning Zhang +7

Visual Spatial Description (VSD) aims to generate texts that describe the spatial relationships between objects within images. Traditional visual spatial relationship classificatio…

cs.CV2024★ 32 cited

Efficient Multimodal Large Language Models: A Survey

Yizhang Jin, Jian Li, Yexin Liu +10

In the past year, Multimodal Large Language Models (MLLMs) have demonstrated remarkable performance in tasks such as visual question answering, visual understanding and reasoning.…

cs.CV2023

Generalized Category Discovery in Semantic Segmentation

Zhengyuan Peng, Qijian Tian, Jianqing Xu +5

This paper explores a novel setting called Generalized Category Discovery in Semantic Segmentation (GCDSS), aiming to segment unlabeled images given prior knowledge from a labeled…