Publications

Here are my research publications, including published papers, accepted papers, and papers in progress.

Direction-Aware Spatial Mamba Networks for Hyperspectral Image Classification

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Published

Xiangqian Ye

2025 International Conference on Computer Vision, Image Processing and Computational Photography (CVIP), 2025

Proposed a novel Mamba-based architecture integrating directional spatial attention and spectral feature recalibration, achieving 94.1% OA on Indian Pines dataset, outperforming CNN/Transformer baselines by 1.8%

Hyperspectral Image ClassificationCNNMambaComputer Vision

AgentGroup: Modeling Multi-Agent Systems as Dynamic Collaboration Graphs

In Progress

Xiangqian Ye

Preparing for International Conference on Machine Learning (ICML), 2026

Introduced AgentGroup, a framework that models Multi-Agent Systems as Dynamic Collaboration Graphs, enabling agents to autonomously reconfigure their interaction topology through a principled Collaboration Energy Model. Achieved 14% higher task success rate and 70% token reduction across SWE-bench, Meta Gaia2, and Windows Agent Arena benchmarks.

Multi-agent SystemsAI AgentCollaborative SystemsDynamic GraphsReinforcement LearningLLM

EDGE: Evaluator-Driven Group Evolving Agents

In Progress

Xiangqian Ye

In Progress, 2026

An evaluator-driven framework for evolving multi-agent systems

Multi-agent SystemsAI AgentEvolutionary Computation