Research
Research Projects & Papers
A living log of multimodal papers, experiments, and studies that translate hands-on research into reusable methodologies.
- Paper•2026
VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding (CVPR 2026)
A hierarchical-memory and agentic-reasoning framework for long-form video understanding, accepted to CVPR 2026. The work focuses on information compression, memory organization, and multi-step reasoning for long-video QA.
Long-Form Video UnderstandingAgentic ReasoningHierarchical MemoryVideo QA - Paper•2026
Progressive Video Condensation with MLLM Agent for Long-form Video Understanding (ICME 2026)
A study on progressive video condensation and MLLM-agent reasoning for long-form video understanding, accepted to ICME 2026.
Long-Form Video UnderstandingMLLM AgentVideo CondensationMultimodal - Preprint•2026
Multiple Consistent 2D-3D Mappings for Robust Zero-Shot 3D Visual Grounding
A robust zero-shot 3D visual grounding method based on multiple consistent 2D-3D mappings. Qianke Meng is the third author; the paper is available on arXiv.
3D Visual Grounding2D-3D MappingZero-ShotMultimodal - Contest•2025
Aesthetic Feature Modeling of Classical Jiangnan Gardens (National First Prize, China Graduate Mathematical Modeling Contest)
A mathematical modeling study of aesthetic features and spatial layout patterns in classical Jiangnan gardens, awarded National First Prize in the China Graduate Mathematical Modeling Contest.
Mathematical ModelingAesthetic AnalysisSpatial Modeling - Thesis•2024
Undergraduate Thesis: Analysis and Practice of PDE Solving Methods Based on Fourier Neural Operator
A study of deep-learning methods for solving partial differential equations with Fourier Neural Operators, exploring data-driven scientific computing.
Neural OperatorPDEScientific ComputingDeep Learning