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.
| 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 |
| LidarMultiNet: Towards a Unified Multi-Task Network for LiDAR Perception (AAAI 2023) | Not Provided | Ivannia | Summary |
| Online Hyperparameter Optimization for Class-Incremental Learning (AAAI 2023) | https://github.com/yaoyao-liu/online-hyperparameter-optimization/ | Eric | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| Constrained Few-shot Class-incremental Learning (CVPR 2022) | https://github.com/IBM/constrained-FSCIL | Eric | Summary |
| PerfHD: Efficient ViT Architecture Performance Ranking Using Hyperdimensional Computing (CVPR 2023) | https://github.com/VU-DETAIL/PerfHD | Eric | Summary |
| Prompting Large Language Models With Answer Heuristics for Knowledge-Based Visual Question Answering (CVPR 2023) | https://github.com/MILVLG/prophet | Xiaofan | Summary |
| OneLLM: One Framework to Align All Modalities with Language (CVPR 2024) | https://github.com/csuhan/OneLLM | Xiaofan | Summary |
| VILA: On Pre-training for Visual Language Models (CVPR 2024) | https://github.com/NVlabs/VILA | Xiaofan | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds (ECCV 2022) | None | Ivannia | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| AutoGrow: Automatic Layer Growing in Deep Convolutional Networks (KDD 2020) | Not provided | Ivannia | Summary |
| Navigating Alignment for Non-identical Client Class Sets: A Label Name-Anchored Federated Learning Framework (KDD 2023) | https://github.com/jiayunz/FedAlign | Xiaofan | Summary |
| 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 |
| 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 |
| 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 |
| On-NAS: On-Device Neural Architecture Search on Memory-Constrained Intelligent Embedded Systems (SenSys 2023) | https://github.com/eai-lab/On-NAS | Xiaofan | Summary |
| NeuroRadar: A Neuromorphic Radar Sensor for Low-Power IoT Systems (SenSys 2023) | Not provided | Xiaofan | Summary |
| EdgeFM: Leveraging Foundation Model for Open-set Learning on the Edge (SenSys 2023) | Not provided | Xiaofan | Summary |
| 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 |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| DeepSQA: Understanding Sensor Data via Question Answering (IoTDI 2021) | https://github.com/NESL/DeepSQA | Xiaofan | Summary |
| Multimodal Federated Learning on IoT Data (IoTDI 2022) | Not provided | Eric | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| Memory-Efficient DNN Training on Mobile Devices (MobiSys 2022) | https://github.com/eis-lab/sage | Xiaofan | Summary |
| BystandAR: Protecting Bystander Visual Data in Augmented Reality Systems (MobiSys 2023) | Not provided | Ivannia | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| SemiHD: Semi-Supervised Learning Using Hyperdimensional Computing (ICCAD 2019) | Not provided | Ivannia | Summary |
| 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 |
| Paper Title (Conf/Year of Paper) | Link to code | Presenters | Notes |
|---|---|---|---|
| HDCluster: An Accurate Clustering Using Brain-Inspired High-Dimensional Computing (DATE 2019) | Not Provided | Xin | Summary |
| OnlineHD: Robust, Efficient, and Single-Pass Online Learning Using Hyperdimensional System (DATE 2021) | https://github.com/BIASLab-UCI/onlinehd | Alex | Summary |
| Federated Learning with Heterogeneous Models for On-device Malware Detection in loT Networks (DATE 2023) | Not Provided | Eric | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| HyperRec: Efficient Recommender Systems with Hyperdimensional Computing (ASP-DAC 2021) | Not provided | Ivannia | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| On-Device Unsupervised Image Segmentation (DAC 2023) | None | Xin | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| A Robust and Energy-Efficient Classifier Using Brain-Inspired Hyperdimensional Computing (ISLPED 2016) | https://github.com/abbas-rahimi/HDC-Language-Recognition | 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 |
| Multi-objective optimization for Floating Point Mix-Precision Tuning (ISLPED 2023) | No Code Available | Ivannia | Summary |
| 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 |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| Harnessing Biomedical Literature to Calibrate Clinicians’ Trust in AI Decision Support Systems (CHI 2023) | None | Louis | Summary |
| Paper Title | Link to code | Presenters | Notes |
|---|---|---|---|
| Firefly: Untethered Multi-user VR for Commodity Mobile Devices (ATC 2020) | Not provided | Louis | Summary |
| Refurbish Your Training Data: Reusing Partially Augmented Samples for Faster Deep Neural Network Training (ATC 2021) | Not provided | Ivannia | Summary |
| 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 |
| 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 |
| Paper Title (Conf/Year of Paper) | Link to code | Presenters | Notes |
|---|---|---|---|
| Mamba: Linear-Time Sequence Modeling with Selective State Spaces (arXiv 2023) | https://github.com/state-spaces/mamba | Xiaofan | Summary |
| 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 |
| 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 |