Resume
Academic Achievements
- Published numerous papers in the field of machine learning and artificial intelligence, including:
- - HRM^2Avatar: High-Fidelity Real-Time Mobile Avatars from Monocular Phone Scans
- - CORE: Reducing UI Exposure in Mobile Agents via Collaboration Between Cloud and Local LLMs
- - Query Routing for Retrieval-Augmented Language Models
- - Personalized LLM for Generating Customized Responses to the Same Query from Different Users
- - Federated multi-task learning with cross-device heterogeneous task subsets
- - Personalized Language Model Learning on Text Data Without User Identifiers
- - ARSys: An Efficient and Cross-Platform Development, Deployment, and Runtime System for Mobile Augmented Reality
- - CEFSW'25: The 2nd Collaboration and Evolution of Foundation and Specialized Models Workshop
- - MNN-AECS: Energy Optimization for LLM Decoding on Mobile Devices via Adaptive Core Selection
- - Automated Privacy Information Annotation in Large Language Model Interactions
- - Collaborative Learning of On-Device Small Model and Cloud-Based Large Model: Advances and Future Directions
- - Adaptive Routing of Text-to-Image Generation Requests Between Large Cloud Model and Light-Weight Edge Model
- - Picking Models for Heterogeneous Clients: A Server-Client Feature Contrastive Learning Design
- - An End-to-End, Low-Cost, and High-Fidelity 3D Video Pipeline for Mobile Devices
Research Experience
- Involved in multiple research projects related to machine learning and artificial intelligence.
Education
- Shanghai Jiao Tong University - Specific degree, advisor, and time information not provided.
Background
- Research interests include Device-Cloud ML, On-Device Intelligence, etc.
Miscellany
- Homepage link: https://skylerhallinan.com/