Keyword:Deep Neural Networks

Publications
Certified Private Inference on Neural Networks via Lipschitz-Guided Abstraction Refinement Edoardo Manino, Bernardo Magri, Mustafa Mustafa and Lucas Cordeiro In:Proceedings of the 6th Workshop on Formal Methods for ML-Enabled Autonomous Systems
Minimal Modifications of Deep Neural Networks using Verification Ben Goldberger, Guy Katz, Yossi Adi and Joseph Keshet In:LPAR23. LPAR-23: 23rd International Conference on Logic for Programming, Artificial Intelligence and Reasoning
Companion Classification Losses for Regression Problems Aitor Sánchez-Ferrera and Jose R. Dorronsoro Ibero EasyChair Preprint 15784
A Study on Data-Driven Surrogate Modeling for Friction Force in a Hydraulic Actuator Using Deep Neural Networks Seongji Han, Grzegorz Orzechowski, Jin-Gyun Kim and Aki Mikkola EasyChair Preprint 13496
Advances in 3D Shape Estimation of Soft Manipulators: a Deep Neural Network Perspective Kate Chastain and Wahaj Ahmed EasyChair Preprint 13189
Black & White Images Colorization Using Faster R-CNN S Kingsley, V C Sai Santhosh, P Mohamed Rasik, J Ragav Krishna and S M Sameer Sheriff EasyChair Preprint 9802
Performance Models and Energy-Optimal Scheduling of DNNs on Many-Core Hardware with Dynamic Power Management Bernhard Vogginger, Florian Kelber, Shambhavi Balamuthu Sampath, Johannes Partzsch and Christian Mayr EasyChair Preprint 9651
Plant Leaf Disease Prediction Using Deep Learning Nishaben Sodha, Kunal Chanda, Sanika Rawate, Shivam Chaudhary, Resham Suryawanshi and Neeraj Vazalwar EasyChair Preprint 7569
EdgeSP: Scalable Multi-Device Parallel DNN Inference on Heterogeneous Edge Clusters Zhipeng Gao, Shan Sun, Yinghan Zhang, Zijia Mo and Chen Zhao EasyChair Preprint 7483
Lightweight Deep Learning Models for Detecting COVID-19 from Chest X-ray Images Stefanos Karakanis and Georgios Leontidis EasyChair Preprint 4494
Self-Competitive Neural Networks Iman Saberi and Fathiyeh Faghih EasyChair Preprint 4313
Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran Mostafa Emadi, Ruhollah Taghizadeh-Mehrjardi, Ali Cherati, Majid Danesh, Amir Mosavi and Thomas Scholten EasyChair Preprint 3824
An Autoencoder Wavelet Based Deep Neural Network with Attention Mechanism for Multistep Prediction of Plant Growth Bashar Alhnaity, Stefanos Kollias, Georgios Leontidis, Shouyong Jiang, Bert Schamp and Simon Pearson EasyChair Preprint 3490
Mapping Deep Neural Networks on SpiNNaker2 Florian Kelber, Binyi Wu, Bernhard Vogginger, Johannes Partzsch, Chen Liu, Marco Stolba and Christian Mayr EasyChair Preprint 3129
Extracting Outcomes from Articles Reporting Randomized Controlled Trials Using Pre-Trained Deep Language Representations Anna Koroleva, Sanjay Kamath and Patrick Paroubek EasyChair Preprint 2940
Incremental Learning: Deep Neural Networks Rama Murthy Garimella, Jyothi Prasanna G C, Vidya Sree Vankam, Maha Lakshmi Bairaju and Manasa Jagannadan EasyChair Preprint 2528