Critical Synthesis

Critical synthesis in various fields focuses on generating realistic and diverse data, often using machine learning models to overcome limitations of real-world datasets. Current research emphasizes the development and application of diffusion models, generative adversarial networks (GANs), and transformer-based architectures for tasks ranging from image and speech synthesis to molecular design and controller synthesis. This work is significant for expanding datasets in data-scarce domains, improving the performance and robustness of AI systems, and enabling new applications in medicine, materials science, and beyond.

Papers

December 18, 2022

Synthesis and Evaluation of a Domain-specific Large Data Set for Dungeons & Dragons
Akila Peiris, Nisansa de Silva
Global Evaluation Language Generation Domain Specific Critical Synthesis Dungeon Dragon Six DRAGON Fly Forgotten ReaLM

December 16, 2022

Investigation of Japanese PnG BERT language model in text-to-speech synthesis for pitch accent language
Yusuke Yasuda, Tomoki Toda
Language Model Text to Speech Critical Synthesis Comprehensive Investigation Synthetic Voice

December 14, 2022

Synthesis of Adversarial DDOS Attacks Using Tabular Generative Adversarial Networks
Abdelmageed Ahmed Hassan, Mohamed Sayed Hussein, Ahmed Shehata AboMoustafa, Sarah Hossam Elmowafy
Adversarial Attack Generative Adversarial Network GAN Model Critical Synthesis Network Intrusion Detection

December 2, 2022

STL-Based Synthesis of Feedback Controllers Using Reinforcement Learning
Nikhil Kumar Singh, Indranil Saha
Reinforcement Learning Deep Reinforcement Learning Critical Synthesis Continuous Control Signal Temporal Logic Reward Structure

November 22, 2022

Brain MRI-to-PET Synthesis using 3D Convolutional Attention Networks
Ramy Hussein, David Shin, Moss Zhao, Jia Guo, Guido Davidzon, Michael Moseley, Greg Zaharchuk
Critical Synthesis Brain Function Blood Flow Positron Emission Tomography Synthesis

November 17, 2022

November 4, 2022

Self-Supervised Learning for Speech Enhancement through Synthesis
Bryce Irvin, Marko Stamenovic, Mikolaj Kegler, Li-Chia Yang
Self Supervised Learning Speech Enhancement Speech Synthesis Critical Synthesis Neural Vocoder High Fidelity Vocoder Noise Suppression

November 3, 2022

Synthesis of separation processes with reinforcement learning
Stephan C. P. A. van Kalmthout, Laurence I. Midgley, Meik B. Franke
Reinforcement Learning Critical Synthesis Low Temperature Distillation Simulation Platform Material Separation Efficient Distillation

October 31, 2022

Structured State Space Decoder for Speech Recognition and Synthesis
Koichi Miyazaki, Masato Murata, Tomoki Koriyama
Automatic Speech Recognition Speech Recognition Text to Speech Critical Synthesis State Space Transformer Decoder

October 18, 2022

A Dashboard to Analysis and Synthesis of Dimensionality Reduction Methods in Remote Sensing
Elkebir Sarhrouni, Ahmed Hammouch, Driss Aboutajdine
General Analysis Hyperspectral Image Remote Sensing Dimensionality Reduction Critical Synthesis High Dimension Hyperspectral Imaging User Interface

October 9, 2022

KP-RNN: A Deep Learning Pipeline for Human Motion Prediction and Synthesis of Performance Art
Patrick Perrine, Trevor Kirkby
Human Motion Motion Prediction Critical Synthesis Human Motion Prediction Deep Learning Pipeline Dance Sequence

October 2, 2022

Cross-identity Video Motion Retargeting with Joint Transformation and Synthesis
Haomiao Ni, Yihao Liu, Sharon X. Huang, Yuan Xue
Critical Synthesis Synthetic Video Motion Transfer Mask Estimation Module Video Motion

September 27, 2022

A Morphology Focused Diffusion Probabilistic Model for Synthesis of Histopathology Images
Puria Azadi Moghadam, Sanne Van Dalen, Karina C. Martin, Jochen Lennerz, Stephen Yip, Hossein Farahani, Ali Bashashati
Generative Adversarial Network Synthetic Image Critical Synthesis Histopathology Image Tissue Image

September 20, 2022

Synthesis of Cost-Optimal Multi-Agent Systems for Resource Allocation
Nils Timm, Josua Botha
Multi Agent System Resource Allocation Critical Synthesis Allocation Game Max Sat Optimal Cost

September 15, 2022

One-Shot Synthesis of Images and Segmentation Masks
Vadim Sushko, Dan Zhang, Juergen Gall, Anna Khoreva
Generative Adversarial Network Segmentation Mask Critical Synthesis Guided Image Synthesis Single GAN

September 9, 2022

August 17, 2022

Critical Synthesis

Papers

Synthesis and Evaluation of a Domain-specific Large Data Set for Dungeons & Dragons

Investigation of Japanese PnG BERT language model in text-to-speech synthesis for pitch accent language

Synthesis of Adversarial DDOS Attacks Using Tabular Generative Adversarial Networks

STL-Based Synthesis of Feedback Controllers Using Reinforcement Learning

Brain MRI-to-PET Synthesis using 3D Convolutional Attention Networks

VeriCompress: A Tool to Streamline the Synthesis of Verified Robust Compressed Neural Networks from Scratch

NANSY++: Unified Voice Synthesis with Neural Analysis and Synthesis

Self-Supervised Learning for Speech Enhancement through Synthesis

Synthesis of separation processes with reinforcement learning

Structured State Space Decoder for Speech Recognition and Synthesis

A Dashboard to Analysis and Synthesis of Dimensionality Reduction Methods in Remote Sensing

KP-RNN: A Deep Learning Pipeline for Human Motion Prediction and Synthesis of Performance Art

Cross-identity Video Motion Retargeting with Joint Transformation and Synthesis

A Morphology Focused Diffusion Probabilistic Model for Synthesis of Histopathology Images

Synthesis of Cost-Optimal Multi-Agent Systems for Resource Allocation

One-Shot Synthesis of Images and Segmentation Masks

GRASP-Net: Geometric Residual Analysis and Synthesis for Point Cloud Compression

Temporally Adjustable Longitudinal Fluid-Attenuated Inversion Recovery MRI Estimation / Synthesis for Multiple Sclerosis

SYNTHESIS: A Semi-Asynchronous Path-Integrated Stochastic Gradient Method for Distributed Learning in Computing Clusters

REGAS: REspiratory-GAted Synthesis of Views for Multi-Phase CBCT Reconstruction from a single 3D CBCT Acquisition