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UCLA COSMOS Cluster 10
Calendar
Labs
Lab 1: Python Environment and Notebook Setup
Lab 2: Data Analysis and Visualization
Lab 3: WiFi, Wireshark, and CSI Collection
Lab 4: IMU Activity and Gesture Recognition
Lab 5: Linear Regression and KNN Regression
Lab 6: RFID Reader and Touch Sensor
Lab 7: Linear Regression Big Lab
Lab 8: Train/Validation/Test Split and Polynomial Regression
Lab 9: UWB Ranging and Bimanual Activity Recognition
Lab 10: Logistic Regression
Lab 11: mmWave FMCW Sensing
Lab 12: Classification Big Lab
Lab Notebooks
Final Project
Implementation Design Hints
Paper List
Git and GitHub Collaboration
Schedule
Staff
About
Announcements
Search UCLA COSMOS Cluster 10
UCLA COSMOS
Paper List
Field
Paper
Notes
DS
Datasheets for Datasets
Dataset documentation and accountability
IoT
[INFOCOM 2000] RADAR: An In-Building RF-Based User Location and Tracking System
Early WiFi fingerprinting for indoor localization
IoT
Soli: Ubiquitous Gesture Sensing with Millimeter Wave Radar
mmWave sensing
IoT
FarmBeats: An IoT Platform for Data-Driven Agriculture
Sensors, connectivity, drones, and ML
DS
Communication-Efficient Learning of Deep Networks from Decentralized Data
FedAvg
IoT
Whole-Home Gesture Recognition Using Wireless Signals
WiFi sensing
ML
Deep Learning
LeCun, Bengio, and Hinton
ML
Adam: A Method for Stochastic Optimization
Adaptive optimizer for deep learning
ML
Attention Is All You Need
Transformer architecture from Google
DS
Scaling Laws for Neural Language Models
OpenAI scaling laws
DS
Training Compute-Optimal Large Language Models
DeepMind Chinchilla scaling law
ML
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Step-by-step reasoning with LLMs
IoT
UTrack3D: 3D Tracking Using Ultra-wideband (UWB) Radios
UWB tracking
IoT
GazeTrak: Exploring Acoustic-based Eye Tracking on a Glass Frame
Acoustic sensing for eye tracking
IoT
Food and Liquid Sensing in Practical Environments using RFIDs
RFID sensing
IoT
IMUPoser: Full-Body Pose Estimation using IMUs in Phones, Watches, and Earbuds
IMU-based pose estimation
IoT
EMTap: Eavesdropping on Sound Transmitted via Audio Cables by Sensing Electromagnetic Variation Using RFID
RFID electromagnetic sensing
IoT
Group Inertial Poser: Multi-Person Pose and Global Translation from Sparse Inertial Sensors and Ultra-Wideband Ranging
IMU + UWB sensing