NeurIPS 2021 Workshop AI4Science Submissions

Drug Repositioning via Text Augmented Knowledge Graph Embeddings
Mian Zhong, Tiancheng Hu, Ying Jiao, Shehzaad Zuzar Dhuliawala, Bipin Singh
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Improving the spectral resolution of fMRI signals through the temporal de-correlation approach
Wenjun Bai, Junichiro Yoshimoto
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Linear Transformations in Autoencoder Latent Space Predict Time Translations in Active Matter System
Enrique Amaya, Shahriar Shadkhoo, Dominik Schildknecht, Matt Thomson
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
3D Infomax improves GNNs for Molecular Property Prediction
Hannes Stärk, Dominique Beaini, Gabriele Corso, Prudencio Tossou, Christian Dallago, Stephan Günnemann, Pietro Lio
- Published: 22 Oct 2021, Last Modified: 22 Oct 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Discovering Dynamical Parameters by Interpreting Echo State Networks
Oreoluwa Alao, Peter Y Lu, Marin Soljacic
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Oral
- Readers: Everyone
Towards Brain-to-Text Generation: Neural Decoding with Pre-trained Encoder-Decoder Models
Shuxian Zou, Shaonan Wang, Jiajun Zhang, Chengqing Zong
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Neuroprospecting with DeepRL agents
Satpreet Harcharan Singh
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
$\textit{Ab Initio}$ Discovery of Biological Knowledge from scRNA-Seq Data Using Machine Learning
Najeebullah Shah, Jiaqi Li, Fanhong Li, Wenchang Chen, Haoxiang Gao, Sijie Chen, Kui Hua, Xuegong Zhang
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Distributed Deep Learning for Persistent Monitoring of agricultural Fields
Yasaman Esfandiari, Koushik Nagasubramanian, Fateme Fotouhi, Patrick S. Schnable, Baskar Ganapathysubramanian, Soumik Sarkar
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science
Lu Cheng, Girish Ganesan, William He, Daniel Silverston, Harlin Lee, Jacob Gates Foster
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
From Convolutions towards Spikes: The Environmental Metric that the Community currently Misses
Aviral Chharia, Shivu Chauhan, Rahul Upadhyay, Vinay Kumar
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
AI as statistical methods for imperfect theories
Gael Varoquaux
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Scientific Argument with Supervised Learning
Jeffrey W Lockhart, Abigail Z Jacobs
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Oral
- Readers: Everyone
Novel fuzzy approach to Antimicrobial Peptide Activity Prediction: A tale of limited and imbalanced data that models won’t hear
Aviral Chharia, Rahul Upadhyay, Vinay Kumar
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Uncovering motif interactions from convolutional-attention networks for genomics
Rohan Singh Ghotra, Nicholas Keone Lee, Peter K Koo
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Oral
- Readers: Everyone
Physical Benchmarking for AI-generated Cosmic Web
Xiaofeng Dong, Nesar Soorve Ramachandra, Salman Habib, Katrin Heitmann, Michael Buehlmann, Sandeep Madireddy
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
AI Methods for Designing Energy-Efficient Buildings in Urban Environments
Sirine Taleb, Aram Yeretzian, Rabih A. Jabr, Hazem Hajj
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Towards trustworthy explanations with gradient-based attribution methods
Ethan L Labelson, Rohit Tripathy, Peter K Koo
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Semi-supervised Graph Neural Network for Particle-level Noise Removal
Tianchun Li, Shikun Liu, Yongbin Feng, Nhan Tran, Miaoyuan Liu, Pan Li
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Single Reference Frequency Loss for Multi-frequency Wavefield Representation using Physics-Informed Neural Networks
Xinquan Huang, Tariq Alkhalifah
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Transfer Learning Approaches for Knowledge Discovery in Grid-based Geo-Spatiotemporal Data
Aishwarya Sarkar, Jien Zhang, Chaoqun Lu, Ali Jannesari
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Bayesian Optimal Experimental Design for Simulator Models of Cognition
Simon Valentin, Steven Kleinegesse, Neil R. Bramley, Michael U. Gutmann, Christopher G. Lucas
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Scientific Language Models for Biomedical Knowledge Base Completion: An Empirical Study
Rahul Nadkarni, David Wadden, Iz Beltagy, Noah Smith, Hannaneh Hajishirzi, Tom Hope
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Bursting Scientific Filter Bubbles: Boosting Innovation via Novel Author Discovery
Jason Portenoy, Marissa Radensky, Jevin West, Eric Horvitz, Daniel S Weld, Tom Hope
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone
Human-in-the-loop for a Disconnection Aware Retrosynthesis
Andrea Byekwaso, Philippe Schwaller, Alain C. Vaucher, Alessandra Toniato, Teodoro Laino
- Published: 22 Oct 2021, Last Modified: 05 May 2023
- NeurIPS-AI4Science Poster
- Readers: Everyone