Label-Free Supervision of Neural Networks with Physics and Domain Knowledge

18 September 2016

Papers citing "Label-Free Supervision of Neural Networks with Physics and Domain Knowledge"

50 / 55 papers shown

Title
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction Leander Kurscheidt Paolo Morettin Roberto Sebastiani Andrea Passerini Antonio Vergari 57 0 0 25 Mar 2025
Exploiting T-norms for Deep Learning in Autonomous Driving Mihaela C. Stoian Eleonora Giunchiglia Thomas Lukasiewicz 32 7 0 17 Feb 2024
Hybrid Modeling Design Patterns Maja Rudolph Stefan Kurz Barbara Rakitsch AI4CE 38 8 0 29 Dec 2023
Neural-Logic Human-Object Interaction Detection Liulei Li Jianan Wei Wenguan Wang Yi Yang 48 16 0 16 Nov 2023
Automating construction contract review using knowledge graph-enhanced large language models Chunmo Zheng Saika Wong Xing Su Yinqiu Tang Ahsan Nawaz Mohamad Kassem 26 2 0 21 Sep 2023
Predicting and explaining nonlinear material response using deep Physically Guided Neural Networks with Internal Variables Javier Orera-Echeverria J. Ayensa-Jiménez Manuel Doblaré 25 1 0 07 Aug 2023
Geometry-Aware Adaptation for Pretrained Models Nicholas Roberts Xintong Li Dyah Adila Sonia Cromp Tzu-Heng Huang Jitian Zhao Frederic Sala VLM 31 1 0 23 Jul 2023
Label-free timing analysis of SiPM-based modularized detectors with physics-constrained deep learning P. Ai L. Xiao Z. Deng Yi Wang Xiangming Sun Guangming Huang Dong Wang Yulei Li Xinchi Ran 14 2 0 24 Apr 2023
Informed Machine Learning, Centrality, CNN, Relevant Document Detection, Repatriation of Indigenous Human Remains M. A. Bashar R. Nayak G. Knapman Paul Turnbull C. Fforde 37 1 0 25 Mar 2023
Deep Occupancy-Predictive Representations for Autonomous Driving Eivind Meyer Lars Frederik Peiss Matthias Althoff 37 3 0 07 Mar 2023
DeepSaDe: Learning Neural Networks that Guarantee Domain Constraint Satisfaction Kshitij Goyal Sebastijan Dumancic Hendrik Blockeel 32 2 0 02 Mar 2023
CQnet: convex-geometric interpretation and constraining neural-network trajectories Bas Peters 35 0 0 09 Feb 2023
Knowledge-augmented Deep Learning and Its Applications: A Survey Zijun Cui Tian Gao Kartik Talamadupula Qiang Ji 44 18 0 30 Nov 2022
Neural DAEs: Constrained neural networks Tue Boesen E. Haber Uri M. Ascher 39 3 0 25 Nov 2022
Robustness of Physics-Informed Neural Networks to Noise in Sensor Data Jian Cheng Wong P. Chiu C. Ooi My Ha Da 35 3 0 22 Nov 2022
PInKS: Preconditioned Commonsense Inference with Minimal Supervision Ehsan Qasemi Piyush Khanna Qiang Ning Muhao Chen ReLM LRM 30 8 0 16 Jun 2022
PromptDA: Label-guided Data Augmentation for Prompt-based Few-shot Learners Canyu Chen Kai Shu VLM 31 8 0 18 May 2022
Neural Implicit Representations for Physical Parameter Inference from a Single Video Florian Hofherr Lukas Koestler Florian Bernard Daniel Cremers AI4CE 41 10 0 29 Apr 2022
I Know Therefore I Score: Label-Free Crafting of Scoring Functions using Constraints Based on Domain Expertise Ragja Palakkadavath S. Sivaprasad Shirish S. Karande N. Pedanekar 18 0 0 18 Mar 2022
Knowledge-Integrated Informed AI for National Security Anu Myne Kevin J. Leahy Ryan Soklaski 21 0 0 04 Feb 2022
Neural network training under semidefinite constraints Patricia Pauli Niklas Funcke Dennis Gramlich Mohamed Amine Msalmi Frank Allgöwer GAN 18 13 0 03 Jan 2022
Causal Knowledge Guided Societal Event Forecasting Songgaojun Deng Huzefa Rangwala Yue Ning AI4TS 32 2 0 10 Dec 2021
SaDe: Learning Models that Provably Satisfy Domain Constraints Kshitij Goyal Sebastijan Dumancic Hendrik Blockeel ALM 33 5 0 01 Dec 2021
MultiplexNet: Towards Fully Satisfied Logical Constraints in Neural Networks Nicholas Hoernle Rafael-Michael Karampatsis Vaishak Belle Y. Gal 27 59 0 02 Nov 2021
Constrained Feedforward Neural Network Training via Reachability Analysis Long Kiu Chung Adam Dai Derek Knowles Shreyas Kousik Grace Gao 19 8 0 16 Jul 2021
Improved Surrogate Modeling of Fluid Dynamics with Physics-Informed Neural Networks Jian Cheng Wong C. Ooi P. Chiu M. Dao PINN AI4CE 32 4 0 05 May 2021
Towards a Collective Agenda on AI for Earth Science Data Analysis D. Tuia R. Roscher Jan Dirk Wegner Nathan Jacobs Xiaoxiang Zhu Gustau Camps-Valls AI4CE 44 68 0 11 Apr 2021
PhyAug: Physics-Directed Data Augmentation for Deep Sensing Model Transfer in Cyber-Physical Systems Wenjie Luo Zhenyu Yan Qun Song Rui Tan 26 13 0 31 Mar 2021
Multi-Label Classification Neural Networks with Hard Logical Constraints Eleonora Giunchiglia Thomas Lukasiewicz AILaw 43 43 0 24 Mar 2021
Hybrid Physics and Deep Learning Model for Interpretable Vehicle State Prediction Alexandra Baier Zeyd Boukhers Steffen Staab 23 9 0 11 Mar 2021
Physics-Integrated Variational Autoencoders for Robust and Interpretable Generative Modeling Naoya Takeishi Alexandros Kalousis DRL AI4CE 35 54 0 25 Feb 2021
LagNetViP: A Lagrangian Neural Network for Video Prediction Christine Allen-Blanchette Sushant Veer Anirudha Majumdar Naomi Ehrich Leonard 44 30 0 24 Oct 2020
Learning Long-term Visual Dynamics with Region Proposal Interaction Networks Haozhi Qi Xiaolong Wang Deepak Pathak Yi Ma Jitendra Malik 28 57 0 05 Aug 2020
A Tailored Convolutional Neural Network for Nonlinear Manifold Learning of Computational Physics Data using Unstructured Spatial Discretizations John Tencer Kevin Potter AI4CE 18 13 0 11 Jun 2020
Leveraging Multi-Source Weak Social Supervision for Early Detection of Fake News Kai Shu Guoqing Zheng Yichuan Li Subhabrata Mukherjee Ahmed Hassan Awadallah Scott W. Ruston Huan Liu 32 54 0 03 Apr 2020
Deep Adaptive Semantic Logic (DASL): Compiling Declarative Knowledge into Deep Neural Networks Karan Sikka Andrew Silberfarb John Byrnes Indranil Sur Edmond Chow Ajay Divakaran R. Rohwer NAI 19 11 0 16 Mar 2020
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles X. Jia J. Willard Anuj Karpatne J. Read Jacob Aaron Zwart M. Steinbach Vipin Kumar AI4CE PINN 26 207 0 28 Jan 2020
Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling Arka Daw R. Q. Thomas C. Carey J. Read A. Appling Anuj Karpatne AI4CE 23 117 0 06 Nov 2019
Towards Object Detection from Motion Rico Jonschkowski Austin Stone 23 2 0 17 Sep 2019
Robust Regression for Safe Exploration in Control Anqi Liu Guanya Shi Soon-Jo Chung Anima Anandkumar Yisong Yue 12 59 0 13 Jun 2019
Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Video Miguel Jaques Michael G. Burke Timothy M. Hospedales VGen PINN 21 45 0 27 May 2019
Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems Laura von Rueden S. Mayer Katharina Beckh B. Georgiev Sven Giesselbach ... Rajkumar Ramamurthy Michal Walczak Jochen Garcke Christian Bauckhage Jannis Schuecker 39 626 0 29 Mar 2019
Deep Shape from Polarization Yunhao Ba Alex Ross Gilbert Franklin Wang Jinfa Yang Rui Chen Yiqin Wang Lei Yan Boxin Shi A. Kadambi 22 14 0 25 Mar 2019
Verification of Non-Linear Specifications for Neural Networks Chongli Qin Krishnamurthy Dvijotham Dvijotham Brendan O'Donoghue Rudy Bunel Robert Stanforth Sven Gowal J. Uesato G. Swirszcz Pushmeet Kohli AAML 14 43 0 25 Feb 2019
Physics-Constrained Deep Learning for High-dimensional Surrogate Modeling and Uncertainty Quantification without Labeled Data Yinhao Zhu N. Zabaras P. Koutsourelakis P. Perdikaris PINN AI4CE 46 854 0 18 Jan 2019
Search-Guided, Lightly-supervised Training of Structured Prediction Energy Networks Pedram Rooshenas Dongxu Zhang Gopal Sharma Andrew McCallum 19 10 0 22 Dec 2018
Unsupervised Single Image Deraining with Self-supervised Constraints Xin Jin Zhibo Chen Jianxin Lin Zhikai Chen Wei Zhou 21 73 0 21 Nov 2018
Learning to Interpret Satellite Images Using Wikipedia Evan Sheehan Burak Uzkent Chenlin Meng Zhongyi Tang Marshall Burke David B. Lobell Stefano Ermon 23 36 0 19 Sep 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 29 71 0 14 Aug 2018
Relational inductive bias for physical construction in humans and machines Jessica B. Hamrick Kelsey R. Allen V. Bapst Tina Zhu Kevin R. McKee J. Tenenbaum Peter W. Battaglia 39 110 0 04 Jun 2018