siabdullah4 / iot-hd-reading-group

Collections of paper reviews in SEELab, related to IoT/HD/ML etc.

iot-hd-reading-group

This repository hosts a list of research papers and topics that we track in the IoT and HD related areas.

A template for paper reading summary can be found here.

Conference Reviews

ICLR

Paper Title (Conf/Year of Paper)	Link to code	Presenters	Notes
Random Feature Attention (ICLR 2021)	Not Provided	Eric	Summary
Multimodal Federated Learning via Contrastive Representation Ensemble (ICLR 2023)	https://github.com/FLAIR-THU/CreamFL	Eric	Summary

AAAI

Paper Title (Conf/Year of Paper)	Link to code	Presenters	Notes
Learning Advanced Client Selection Strategy for Federated Learning (AAAI 2022)	Not Provided	Eric	Summary
Unsupervised Representation for Semantic Segmentation by Implicit Cycle-Attention Contrastive Learning (AAAI 2022)	Not provided	Xiaofan	Summary
A Machine Learning Method for EV Range Prediction with Updates on Route Information and Traffic Conditions (AAAI 2022)	Not Provided	Shuhang	Summary
Continual Federated Learning Based on Knowledge Distillation (AAAI 2022)	https://github.com/lianziqt/CFeD	Eric	Summary

IJCAI

Paper Title (Conf/Year of Paper)	Link to code	Presenters	Notes
MMT: Multi-Way Multi-Modal Transformer for Multimodal Learning (IJCAI 2022)	Not Provided	Eric	Summary
Learning from Students: Online Contrastive Distillation Network for General Continual Learning (IJCAI 2022)	https://github.com/lijincm/OCD-Net	Xiaofan	Summary
Picking the Right Winner: Why Tie-Breaking in Crowdsourcing Contests Matters (IJCAI 2022)	Not Provided	Ivannia	Summary
Understanding the Mitigating Data Contamination in Deep Anomaly Detection: A Kernel-based Approach (IJCAI 2022)	Not Provided	Xiaofan	Summary
Continual Federated Learning Based on Knowledge Distillation (IJCAI 2022)	https://github.com/lianziqt/CFeD	Eric	Summary

KDD

Paper Title	Link to code	Presenters	Notes
AutoGrow: Automatic Layer Growing in Deep Convolutional Networks (KDD 2020)	Not provided	Ivannia	Summary

NeurIPS

Paper Title	Link to code	Presenters	Notes
Bootstrap Your Own Latent - A New Approach to Self-Supervised Learning (NeurIPS 2020)	Link to code	Xiaofan	Summary
Learning with Holographic Reduced Representations (NeurIPS 2021)	Link to code	Xiaofan	Summary
FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction (NeurIPS 2022)	Link to code	Xiaofan	Summary

ICDCS

Paper Title (Conf/Year of Paper)	Link to code	Presenters	Notes
FedZKT: Zero-Shot Knowledge Transfer towards Resource-Constrained Federated Learning with Heterogeneous On-Device Models (ICDCS 2022)	Not Provided	Eric	Summary

SenSys

Paper Title (Conf/Year of Paper)	Link to code	Presenters	Notes
FedMask: Joint Computation and Communication-Efficient Personalized Federated Learning via Heterogeneous Masking (SenSys 2021)	Not Provided	Eric	Summary
SQEE: A Machine Perception Approach to Sensing Quality Evaluation at the Edge by Uncertainty Quantification (SenSys 2022)	Not Provided	Xiaofan	Summary
SpeechQoE: A Novel Personalized QoE Assessment Model for Voice Services via Speech Sensing (SenSys 2022)	Not Provided	Dan	Summary

IPSN

Paper Title	Link to code	Presenters	Notes
BalanceFL: Addressing Class Imbalance in Long-Tail Federated Learning (IPSN 2022)	https://github.com/sxontheway/BalanceFL	Xiaofan	Summary
YONO: Modeling Multiple Heterogeneous Neural Networks on Microcontrollers (IPSN 2022)	Not provided	Shuhang	Summary

IoTDI

Paper Title	Link to code	Presenters	Notes
Multimodal Federated Learning on IoT Data (IoTDI 2022)	Not provided	Eric	Summary

MobiCom

Paper Title	Link to code	Presenters	Notes
Hermes: An Efficient Federated Learning Framework for Heterogeneous Mobile Clients (MobiCom 2021)	Not provided	Xiaofan	Summary
Deep Learning based Wireless Localization for Indoor Navigation (Mobicom 2020)	Not Provided	Dan	Summary
Cosmo: Contrastive Fusion Learning with Small Data for Multimodal Human Activity Recognition (Mobicom 2022)	Not Provided	Eric	Summary
Mask Does Not Matter: Anti-Spoofing Face Authentication using mmWave without On-site Registration (Mobicom 2022)	Not Provided	Dan	Summary
InFi: End-to-end Learnable Input Filter for Resource-efficient Mobile-centric Inference (MobiCom 2022)	https://github.com/yuanmu97/infi	Ivannia	Summary
U-Star: An Underwater Navigation System based on Passive 3D Optical Identification Tags (Mobicom 2022)	Not provided	Louis	Summary

USENIX ATC

Paper Title	Link to code	Presenters	Notes
Refurbish Your Training Data: Reusing Partially Augmented Samples for Faster Deep Neural Network Training (ATC 2021)	Not provided	Ivannia	Summary
Firefly: Untethered Multi-user VR for Commodity Mobile Devices (ATC 2020)	Not provided	Louis	Summary

USENIX Security

Paper Title	Link to code	Presenters	Notes
Delphi: A Cryptographic Inference Service for Neural Networks (Security 2020)	https://github.com/mc2-project/delphi	Dan	Summary

INFOCOM

Paper Title	Link to code	Presenters	Notes
Nadege: When Graph Kernels meet Network Anomaly Detection (INFOCOM 2022)	Not provided	Xiaofan	Summary
ComAI: Enabling Lightweight, Collaborative Intelligence by Retrofitting Vision DNNs (INFOCOM 2022)	Not provided	Dan	Summary
Milliear: Millimeter-wave Acoustic Eavesdropping with Unconstrained Vocabulary (INFOCOM 2022)	Not provided	Louis	Summary

ICCAD

Paper Title	Link to code	Presenters	Notes
ScaleHD: Robust Brain-Inspired Hyperdimensional Computing via Adapative Scaling (ICCAD 2022)	Not provided	Ivannia	Summary
Neurally-Inspired Hyperdimensional Classification for Efficient and Robust Biosignal Processing (ICCAD 2022)	Not provided	Ivannia	Summary
SemiHD: Semi-Supervised Learning Using Hyperdimensional Computing (ICCAD 2019)	Not provided	Ivannia	Summary

Topic Reviews

HD

Paper Title (Conf/Year of Paper)	Link to code	Presenters	Notes
Constrained Few-shot Class-incremental Learning (CVPR 2022)	https://github.com/IBM/constrained-FSCIL	Eric	Summary
Integrating Event-based Dynamic Vision Sensors with Sparse Hyperdimensional Computing: A Low-power Accelerator with Online Capability (ISLPED 2020)	https://github.com/iis-eth-zurich/hd_dvs	Shuhang	Summary
Hyperdimensional Computing-based Multimodality Emotion Recognition with Physiological Signals (AICAS 2019)	https://github.com/enjui/HDC-MER	Eric	Summary
Vector Symbolic Architectures Answer Jackendoff's Challenges for Cognitive Neuroscience (2004)	Not provided	Xiaofan	Summary
A Robust and Energy-Efficient Classifier Using Brain-Inspired Hyperdimensional Computing (ISPLED 2016)	https://github.com/abbas-rahimi/HDC-Language-Recognition	Eric	Summary
Symbolic Representation and Learning with Hyperdimensional Computing (Frontiers 2020)	https://github.com/ncos/pyhdc, https://github.com/thulab/DeepHash	Xiaofan	Summary
Understanding Hyperdimensional Computing for Parallel Single-Pass Learning (2022)	https://github.com/Cornell-RelaxML/Hyperdimensional-Computing	Eric	Summary
Multivariate Time Series Analysis for Driving Style Classification using Neural Networks and Hyperdimensional Computing (IV 2021)	Link to code	Ivannia	Summary
Minority Resampling Boosted Unsupervised Learning With Hyperdimensional Computing for Threat Detection at the Edge of Internet of Things (IEEE ACCESS 2021)	Not Provided	Louis	Summary
OnlineHD: Robust, Efficient, and Single-Pass Online Learning Using Hyperdimensional System (DATE 2021)	https://github.com/BIASLab-UCI/onlinehd	Alex	Summary

Tiny Machine Learning

Paper Title	Link to code	Presenters	Notes
TinyOL: TinyML with Online-Learning on Microcontrollers (IJCNN 2021)	Not Provided	Shuhang	Summary
On-Device Training of Machine Learning Models on Microcontrollers with Federated Learning (Electronics 2022)	Not Provided	Shuhang	Summary

Wireless Communication

Paper Title	Link to code	Presenters	Notes
Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective (ICASSP 2021)	https://github.com/Haoran-S/TSP_CL	Xiaofan	Summary
Deep-Learning-Based Device Fingerprinting for Increased LoRa-IoT Security: Sensitivity to Network Deployment Changes (IEEE Networks 2022)	Link to dataset	Xiaofan	Summary