Pittsburgh Experimental Research Group

Explore our research
PERG members and family gathered around a restaurant table for group dinner
Group dinner

Research

Computing

Efficient mobile and AI systems.

Sensor-in-the-loop AI agents, efficient AI serving systems, and edge computing.

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Sensing

Multi-modal sensing for human behavior and environment understanding.

Earable computing, mobile health, and egocentric vision systems.

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Communication

Wireless digital twins for channel modeling and optimization.

Neural ray tracing, cross-link and cross-band modeling, and low-power wireless systems.

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People

The group.

Longfei Shangguan

Longfei Shangguan

Principal Investigator · Associate Professor

University of Pittsburgh

Current Members

Yongjie Yang

Yongjie Yang5th year

PhD Student

Earable Computing

Tianyu Wang

Tianyu Wang5th year

PhD Student

System for AI

Zhiwei Ren

Zhiwei Ren4th year

PhD Student

Sensor-in-the-loop AI Agent

Vaibhav Singh

Vaibhav Singh3rd year

PhD Student

Wireless Digital Twin

Junbo Li

Junbo Li3rd year

PhD Student

System for AI

Hongbo Lan

Hongbo Lan2nd year

PhD Student

Egocentric Vision System

Daiyang Yu

Daiyang Yu2nd year

PhD Student

System for AI

Alumni

Zhenlin An

Zhenlin An

Postdoc → Assistant Professor, University of Georgia

Tao Chen

Tao Chen

Postdoc → Senior Researcher, Samsung Research America

Maanya Shanker

Maanya Shanker

Master’s Student → Software Engineer, Bloomberg

Haoyu Li

Haoyu Li

Master’s Student → PhD Student, TAMU

Yuxuan Zhang

Yuxuan Zhang

Master’s Student → PhD Student, TAMU

Yujing Huang

Yujing Huang

Undergraduate Researcher → PhD Student, University at Buffalo

Niccolo Nobili

Niccolo Nobili

Undergraduate Student → Software Engineer, Proofpilot

UIST '26

Be My Ears: Enabling Semantic Alerting for Earphone Wearers with Pheme.

Zhiwei Ren, Yongjie Yang, Longfei Shangguan.

Paper: Coming soon
EuroSys '26

E-Cube: Event Enhanced Efficient Video Streaming for Drones.

Paper ↗
CVPR'26 OpenSUN3D workshop

Efficient Structure-Guided 3D Physical Property Reasoning.

Paper ↗
SenSys '25

LeakyFeeder: In-Air Gesture Control Through Leaky Acoustic Waves.

Paper ↗Best Paper Nominee
SenSys '25

Toward Sensor-In-the-Loop LLM Agent: Benchmarks and Implications.

Paper ↗
More publications · 2022–2025

[DySPAN'25] RadioTwin: A Digital Building Material Twin for Wideband, Cross-link, Cross-band Wireless Channel Prediction

[IEEE Pervasive Computing, research brief] Towards Next-Generation Human Computer Interface Based On Earables

[MobiSys'24] Enabling Hands-Free Voice Assistant Activation on Earphones

[CHI'24] MAF: Exploring Mobile Acoustic Field for Hand-to-Face Gesture Interactions

[MobiCom'24] Exploring the Feasibility of Remote Cardiac Auscultation Using Earphones

[MobiCom'24] Exploring Biomagnetism for Inclusive Vital Sign Monitoring: Modeling and Implementation

[MobiCom'24] Map++: Towards User-Participatory Visual SLAM Systems with Efficient Map Expansion and Sharing

[MobiCom'23] Taming Event Cameras with Bio-Inspired Architecture and Algorithm: A Case for Drone Obstacle Avoidance

[MobiCom'23] APG: Audioplethysmography for Cardiac Monitoring in Hearables

[MobiCom'23] Towards Spatial Selection Transmission for Low-end IoT devices with SpotSound

[MobiCom'22] RF-Transformer: A Unified Backscatter Radio Hardware Abstraction

[NSDI'22] CurvingLoRa to Boost LoRa Network Throughput Through Concurrent Transmissions

[NSDI'22] SwarmMap: Scaling Up Real-time Collaborative Visual SLAM at the Edge

[NSDI'22] Saiyan: Design and Implementation of a Low-power Demodulator for LoRa Backscatter Systems

Group Life

Demonstrating earable health sensing systems near Saint-Louis, Senegal
Earable health sensing in the fieldNear Saint-Louis, Senegal
Research visit to Gaston Berger University, Senegal
With our local collaborators.Gaston Berger University, Senegal
Group visit and health sensing demonstration in Senegal
onsite testing of our earable health tracking systems.Saint-Louis, Senegal
Asclepius receiving the MobiCom 2024 Best Paper Award
Asclepius · Best Paper AwardMobiCom 2024
PERG group dinner
Group dinner

News

From the group.

PERG group dinner. View photo ↗

Be My Ears was accepted to UIST 2026.

E-Cube was accepted to EuroSys 2026.

Earlier news

June 2025: LeakyFeeder was nominated for best paper at SenSys'25.

February 2025: awarded MassAITC Pilot Award! Thanks Massachusetts AI and Technology Center and National Institute on Aging (NIA).

January 2025: We visited Prof. Dame Diongue's group at Gaston Berger University, Senegal. What a wonderful trip!

November 2024: Asclepius won Best Paper Award at MobiCom'24!

September 2024: Wireless Digital Twin funded by Wireless and Spectrum program, thanks NSF.

August 2024: Thanks Meta for supporting our research on Sensor-in-the-loop AI agent.

March 2024: EarVoice accepted to MobiSys'24.

February 2024: CAREER Award! Thanks NSF.

January 2024: Mobile Acoustic Field (MAF) accepted to CHI'24.

November 2023: Asclepius, MagWear, and Map++ accepted to MobiCom'24.

October 2023: awarded the AIoTSys Young Scientist Award.

July 2023: Bio-inspired system design funded by CCSS program, thanks NSF.

June 2023: APG and BioDrone accepted to MobiCom'23 with shepherding.

April 2023: awarded a Google Research Scholar Award, thanks Google.

Research support

We gratefully acknowledge the organizations supporting our research.

National Science Foundation MassAITC Pitt School of Computing and Information ARDC Google Meta