Architecture Design

Architecture design, encompassing both physical structures and software systems, is undergoing a transformation driven by advancements in artificial intelligence. Current research focuses on developing novel architectures for various applications, including efficient neural networks for tasks like speech emotion recognition and video question answering, as well as generative AI models for architectural design and autonomous systems. These efforts aim to improve efficiency, robustness, and adaptability across diverse domains, impacting fields from robotics and urban planning to computer vision and software engineering.

Papers

December 14, 2022

An Architecture for Reactive Mobile Manipulation On-The-Move
Ben Burgess-Limerick, Chris Lehnert, Jurgen Leitner, Peter Corke
Architecture Design Mobile Manipulator Mobile Manipulation Physical Robot Reactive Control

December 7, 2022

Encoder-Decoder Network with Guided Transmission Map: Architecture
Le-Anh Tran, Dong-Chul Park
Encoder Decoder Architecture Design Image Dehazing

November 22, 2022

A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms
Danimir T. Doncevic, Alexander Mitsos, Yue Guo, Qianxiao Li, Felix Dietrich, Manuel Dahmen, Ioannis G. Kevrekidis
Recurrent Neural Network Meta Learning Architecture Design Iterative Algorithm Recursive Neural Network Runge Kutta

November 14, 2022

Robot Operating System 2: Design, Architecture, and Uses In The Wild
Steve Macenski, Tully Foote, Brian Gerkey, Chris Lalancette, William Woodall
Product Design Wild Challenge Greater Public Use Architecture Design Robot Operating System Robotics Research Real Robotic System

November 10, 2022

Massively Multilingual ASR on 70 Languages: Tokenization, Architecture, and Generalization Capabilities
Andros Tjandra, Nayan Singhal, David Zhang, Ozlem Kalinli, Abdelrahman Mohamed, Duc Le, Michael L. Seltzer
Unknown Language Architecture Design Multilingual Automatic Speech Recognition Monolingual Model Librispeech Speech Recognition Generalization Capacity Multilingual Automatic Speech Recognition Model Efficient Tokenization

October 27, 2022

Light-weighted CNN-Attention based architecture for Hand Gesture Recognition via ElectroMyography
Soheil Zabihi, Elahe Rahimian, Amir Asif, Arash Mohammadi
Convolutional Neural Network Architecture Design Resource Constrained Hand Gesture Recognition Surface Electromyography Human Machine Interface

October 24, 2022

October 14, 2022

When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture
Yichuan Mo, Dongxian Wu, Yifei Wang, Yiwen Guo, Yisen Wang
Vision Transformer Training Data Adversarial Training Adversarial Robustness Architecture Design

September 28, 2022

August 1, 2022

Computer vision-based analysis of buildings and built environments: A systematic review of current approaches
Małgorzata B. Starzyńska, Robin Roussel, Sam Jacoby, Ali Asadipour
Image Processing Environment Feature Architecture Design Residential Building Digital Computer Urban Planning Building Dataset Current Approach Value Estimation

July 24, 2022

Hyperdimensional Computing vs. Neural Networks: Comparing Architecture and Learning Process
Dongning Ma, Xun Jiao
Neural Network Architecture Design Hyperdimensional Computing Learning Process Compact Neural Network

July 20, 2022

Pretraining a Neural Network before Knowing Its Architecture
Boris Knyazev
Neural Network Fine Tuning Architecture Design Unseen Graph Graph Hypernetworks

June 30, 2022

Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis
Mohammad Sabbaqi, Elvin Isufi
Temporal Dependency Temporal Graph Architecture Design Theoretical Analysis Graph Convolutional Neural Network SpatioTemporal Data Spatiotemporal Network

June 9, 2022

Service-Oriented Architecture for Drone-based Multi-Package Delivery
Babar Shahzaad, Athman Bouguettaya
Architecture Design Drone Delivery Support Drone

June 2, 2022

Applied Federated Learning: Architectural Design for Robust and Efficient Learning in Privacy Aware Settings
Branislav Stojkovic, Jonathan Woodbridge, Zhihan Fang, Jerry Cai, Andrey Petrov, Sathya Iyer, Daoyu Huang, Patrick Yau, Arvind Sastha Kumar, Hitesh Jawa, Anamita Guha
Differential Privacy Robust Version Architecture Design Efficient Learning Data Privacy Privacy Protection Federated Learning Application

June 1, 2022

NeuroUnlock: Unlocking the Architecture of Obfuscated Deep Neural Networks
Mahya Morid Ahmadi, Lilas Alrahis, Alessio Colucci, Ozgur Sinanoglu, Muhammad Shafique
Neural Network Adversarial Attack Architecture Design

May 13, 2022

On the Importance of Architecture and Feature Selection in Differentially Private Machine Learning
Wenxuan Bao, Luke A. Bauer, Vincent Bindschaedler
Differential Privacy Feature Selection Privacy Preserving Importance Aware Architecture Design Private Machine Learning Private Learning Algorithm

May 4, 2022

Machine Learning Operations (MLOps): Overview, Definition, and Architecture
Dominik Kreuzberger, Niklas Kühl, Sebastian Hirschl
Machine Learning Architecture Design Definition Defining Redefinition MLOps System Industrial Machine Learning

Architecture Design

Papers

An Architecture for Reactive Mobile Manipulation On-The-Move

Encoder-Decoder Network with Guided Transmission Map: Architecture

A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms

Robot Operating System 2: Design, Architecture, and Uses In The Wild

Massively Multilingual ASR on 70 Languages: Tokenization, Architecture, and Generalization Capabilities

Light-weighted CNN-Attention based architecture for Hand Gesture Recognition via ElectroMyography

Vitruvio: 3D Building Meshes via Single Perspective Sketches

Deep Edge Intelligence: Architecture, Key Features, Enabling Technologies and Challenges

When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture

Biological connectomes as a representation for the architecture of artificial neural networks

Exploring the Relationship between Architecture and Adversarially Robust Generalization

Computer vision-based analysis of buildings and built environments: A systematic review of current approaches

Hyperdimensional Computing vs. Neural Networks: Comparing Architecture and Learning Process

Pretraining a Neural Network before Knowing Its Architecture

Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis

Service-Oriented Architecture for Drone-based Multi-Package Delivery

Applied Federated Learning: Architectural Design for Robust and Efficient Learning in Privacy Aware Settings

NeuroUnlock: Unlocking the Architecture of Obfuscated Deep Neural Networks

On the Importance of Architecture and Feature Selection in Differentially Private Machine Learning

Machine Learning Operations (MLOps): Overview, Definition, and Architecture