← Search

Yun Ni

4 accepted papers

2025

Hierarchical Optimization via LLM-Guided Objective Evolution for Mobility-on-Demand Systems

NeurIPS 2025poster

Online ride-hailing platforms aim to deliver efficient mobility-on-demand services, often facing challenges in balancing dynamic and spatially heterogeneous supply and demand. Existing methods typically fall into two categories: reinforcement learning (RL) approaches, which suffer from data ineffici…

Cited by 0SourceScholar
2023

TripLe: Revisiting Pretrained Model Reuse and Progressive Learning for Efficient Vision Transformer Scaling and Searching

ICCV 2023poster

One promising way to accelerate transformer training is to reuse small pretrained models to initialize the transformer, as their existing representation power facilitates faster model convergence. Previous works designed expansion operators to scale up pretrained models to the target model before tr…

Cited by 2PDFScholar
2022

Animal Kingdom: A Large and Diverse Dataset for Animal Behavior Understanding

CVPR 2022oral

Understanding animals' behaviors is significant for a wide range of applications. However, existing animal behavior datasets have limitations in multiple aspects, including limited numbers of animal classes, data samples and provided tasks, and also limited variations in environmental conditions and…

Cited by 101PDFcodeScholar
2021

UAV-Human: A Large Benchmark for Human Behavior Understanding With Unmanned Aerial Vehicles

CVPR 2021poster

Human behavior understanding with unmanned aerial vehicles (UAVs) is of great significance for a wide range of applications, which simultaneously brings an urgent demand of large, challenging, and comprehensive benchmarks for the development and evaluation of UAV-based models. However, existing benc…

Cited by 268PDFcodeScholar