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Yixin XU

4 accepted papers

2026

Human-Corrected Labels Learning: Enhancing Labels Quality via Human Correction of VLMs Discrepancies

AAAI 2026technical

Vision-Language Models (VLMs), with their powerful content generation capabilities, have been successfully applied to data annotation processes. However, the VLM-generated labels exhibit dual limitations: low quality (i.e., label noise) and absence of error correction mechanisms. To enhance label qu

Cited by 0SourcePDFScholar
2026

Optimizing Ride-Pooling Operations with Extended Pickup and Drop-Off Flexibility

AAAI 2026technical

The core of efficient on-demand ride-pooling lies in solving the Ride-Pool Matching Problem (RMP), which involves assigning multiple customer requests to single vehicles under various service constraints (e.g., pickup windows, detour allowances, and vehicle occupancy). A significant missed opportuni

Cited by 0SourcePDFScholar
2025

Rethinking Light Decoder-based Solvers for Vehicle Routing Problems

ICLR 2025poster

Light decoder-based solvers have gained popularity for solving vehicle routing problems (VRPs) due to their efficiency and ease of integration with reinforcement learning algorithms. However, they often struggle with generalization to larger problem instances or different VRP variants. This paper re…

2024

MuSR: Multi-Scale 3D Scenes Reconstruction based on Monocular Video

ICASSP 2024accepted

Three-dimensional (3D) scene reconstruction, particularly from monocular videos, is a significant challenge in large-scale scenarios due to difficulty handling varying object sizes and high computational resource needs. This paper introduces MuSR, a novel multi-scale reconstruction method addressing…

Cited by 0SourceScholar