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YanSong Liu

3 accepted papers

2026

Strategy-Aware Optimization Modeling with Reasoning LLMs

ICML 2026poster

Large language models (LLMs) can generate syntactically valid optimization programs, yet often struggle to reliably choose an effective modeling strategy, leading to incorrect formulations and inefficient solver behavior. We propose **SAGE**, a strategy-aware framework that makes *Modeling Strategy*…

Cited by 0SourceScholar
2025

High-quality Point Cloud Oriented Normal Estimation via Hybrid Angular and Euclidean Distance Encoding

CVPR 2025poster

The proliferation of Light Detection and Ranging (LiDAR) technology has facilitated the acquisition of three-dimensional point clouds, which are integral to applications in VR, AR, and Digital Twin. Oriented normals, critical for 3D reconstruction and scene analysis, cannot be directly extracted fro…

Cited by 0SourcePDFScholar
2024

LiDAR-Net: A Real-scanned 3D Point Cloud Dataset for Indoor Scenes

CVPR 2024poster

In this paper we present LiDAR-Net a new real-scanned indoor point cloud dataset containing nearly 3.6 billion precisely point-level annotated points covering an expansive area of 30000m^2. It encompasses three prevalent daily environments including learning scenes working scenes and living scenes.…

Cited by 8SourcePDFScholar