Deep Learning

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31 papers in the last 28 days · 0.5% of indexed attention

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Period ending 2026-09-21

16 new papers

A weekly snapshot of new work published in Deep Learning.

Period ending 2026-09-14

1 new paper

A weekly snapshot of new work published in Deep Learning.

Period ending 2026-09-07

9 new papers

A weekly snapshot of new work published in Deep Learning.

559 papers

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  1. Unsupervised Denoising of Real Clinical Low Dose Liver CT with Perceptual Attention Networks

    May 1, 2026Zhilin Guan, Wei ZhangLow-Dose Computed TomographyImage Denoising

  2. Prediction of Alzheimer's Disease Risk Factors from Retinal Images via Deep Learning: Development and Validation of Biologically Relevant Morphological Associations in the UK Biobank

    May 1, 2026Seowung Leem, Yunchao Yang, Adam J. Woods +1Retinal ImagingAlzheimer

  3. Possibilistic Predictive Uncertainty for Deep Learning

    May 1, 2026Yao Ni, Jeremie Houssineau, Yew-Soon Ong +1Predictive UncertaintyPosterior

  4. A Comparative Study of QSPR Methods on a Unique Multitask PAMPA dataset

    May 1, 2026Andrs Formanek, Anna Vincze, Richrd Bicsak +3Molecular Property PredictionDeep Learning

  5. Federated Weather Modeling on Sensor Data

    May 1, 2026Shengchao Chen, Guodong LongWeather ModelsAdverse Weather

  6. A Model-based Visual Contact Localization and Force Sensing System for Compliant Robotic Grippers

    May 1, 2026Kaiwen Zuo, Shuyuan Yang, Zonghe ChuaGripperGround Reaction Forces

  7. An End-to-End Decision-Aware Multi-Scale Attention-Based Model for Explainable Autonomous Driving

    Apr 30, 2026Maryam Sadat Hosseini Azad, Shahriar Baradaran Shokouhi, Amir Abbas Hamidi Imani +2Explainable Artificial IntelligenceAutonomous Driving

  8. Man, Machine, and Mathematics

    Apr 29, 2026Akshunna S. DograMathematicsDeep Learning

  9. Circular Phase Representation and Geometry-Aware Optimization for Ptychographic Image Reconstruction

    Apr 29, 2026Carson Yu Liu, Jun Cheng, Chien-Chun Chen +1Image ReconstructionDeep Learning

  10. Validating the Clinical Utility of CineECG 3D Reconstructions through Cross-Modal Feature Attribution

    Apr 29, 2026Karol Dobiczek, Maciej Mozolewski, Szymon Bobek +3ClinicalCross-Modal Learning

  11. MTCurv: Deep learning for direct microtubule curvature mapping in noisy fluorescence microscopy images

    Apr 29, 2026Achraf Ait Laydi, Sidi Mohamed Sid'El Moctar, Yousef El Mourabit +1MicroscopyCurvature

  12. Are Data Augmentation and Segmentation Always Necessary? Insights from COVID-19 X-Rays and a Methodology Thereof

    Apr 29, 2026Aman Swaraj, Arnav Agarwal, Hitendra Singh Bhadouria +2Chest X-RayMedical Image Segmentation

  13. Federated Medical Image Classification under Class and Domain Imbalance exploiting Synthetic Sample Generation

    Apr 29, 2026Martina Pavan, Matteo Caligiuri, Francesco Barbato +1Multimodal Domain GeneralizationFedavg

  14. Benchmarking PyCaret AutoML Against BiLSTM for Fine-Grained Emotion Classification: A Comparative Study on 20-Class Emotion Detection

    Apr 29, 2026Arya Muda Siregar, Arielva Simon Siahaan, Haikal Fransisko Simbolon +3Emotion RecognitionTerm Frequency-Inverse Document Frequency

  15. Evaluating the Alignment Between GeoAI Explanations and Domain Knowledge in Satellite-Based Flood Mapping

    Apr 28, 2026Hyunho Lee, Wenwen LiFlood DetectionEarth Observation

  16. A Deep Learning Model for Battery State Prediction towards Intelligent Energy Management

    Apr 28, 2026Athanasios Koukosias, Vasileios Tzanidakis, Sotiris Athanasiou +1Lithium-Ion BatteriesPredictive Maintenance

  17. The Role of Symmetry in Optimizing Overparameterized Networks

    Apr 28, 2026Kusha Sareen, Mohammad Pedramfar, Sékou-Oumar Kaba +2Over-Parameterized Neural NetworksLoss Landscape

  18. Geometry-free prediction of inertial lift forces in microfluidic devices using deep learning

    Apr 27, 2026Jesse Ward-Bond, Ali Mashadian, Timothy C. Y. Chan +1Fluidic TransportMachine Learning

  19. Aycromo: An Open-Source Platform for Automatic Chromosome Detection in Metaphase Images Based on Deep Learning

    Apr 27, 2026Jorge L. A. Lima, Filipe R. CordeiroDeep Learning FrameworkDeep Learning

  20. A Functorial Formulation of Neighborhood Aggregating Deep Learning

    Apr 27, 2026Sun Woo Park, Yun Young Choi, U Jin Choi +1SheafNeural Network

  21. Skeleton-Based Posture Classification to Promote Safer Walker-Assisted Gait in Older Adults

    Apr 27, 2026Sergio D. Sierra M., Monica Sinha, Marcela Múnera +1Autonomous Powered WheelchairXgboost

  22. Selective Correlation Based Knowledge Distillation for Ground Reaction Force Estimation

    Apr 27, 2026Eun Som Jeon, Jisoo Lee, Huisu Lim +3Gait RecognitionGround Reaction Forces

  23. SolarTformer: A Transformer Based Deep Learning Approach for Short Term Solar Power Forecasting

    Apr 27, 2026Ankan Basu, Jyotiraditya Roy, Aditya Datta +2Energy ForecastingSolar

  24. BitRL: Reinforcement Learning with 1-bit Quantized Language Models for Resource-Constrained Edge Deployment

    Apr 27, 2026Md. Ashiq Ul Islam Sajid, Mohammad Sakib Mahmood, Md. Tareq Hasan +3Resource-Constrained Edge DevicesLarge Language Model Quantization

  25. Progressive Approximation in Deep Residual Networks: Theory and Validation

    Apr 27, 2026Wei Wang, Xiao-Yong Wei, Qing LiResidual ConnectionsDeep Learning

  26. Machine Learning and Deep Learning Models for Short Term Electricity Price Forecasting in Australia's National Electricity Market

    Apr 26, 2026Wei Lu, Jay Wang, Dingli Duan +3Electricity Price ForecastingElectricity Markets

  27. Deep Learning of Solver-Aware Turbulence Closures from Nudged LES Dynamics

    Apr 26, 2026Ashwin Suriyanarayanan, Dibyajyoti Chakraborty, Romit MaulikShallow Water EquationsTurbulence

  28. Does Machine Unlearning Preserve Clinical Safety? A Risk Analysis for Medical Image Classification

    Apr 26, 2026Andreza M. C. Falcao, Filipe R. CordeiroMachine UnlearningMedical Image Classification

  29. A General Representation-Based Approach to Multi-Source Domain Adaptation

    Apr 26, 2026Ignavier Ng, Yan Li, Zijian Li +3Domain AdaptationCandidate Label Distributions

  30. Drishti AI-Event Guardian: An Intelligent Real-Time Crowd Monitoring and Emergency Response System for Mass Gathering Events

    Apr 26, 2026Ritabrata Roy Choudhury, Arkajyoti Karmakar, Rudra Pratap MitraEmergency EvacuationsDeep Learning

  31. MetaErr: Towards Predicting Error Patterns in Deep Neural Networks

    Apr 25, 2026Varun Totakura, Shayok ChakrabortyDeep LearningReward-Prediction Error

  32. A Layer Separation Optimization Framework for Cross-Entropy Training in Deep Learning

    Apr 25, 2026Yaru Liu, Michael K. Ng, Yiqi GuCross-Entropy LossesNeural Network Optimization

  33. CNN-ViT Fusion with Adaptive Attention Gate for Brain Tumor MRI Classification: A Hybrid Deep Learning Model

    Apr 25, 2026Syed Ibad Hasnain, Muhammad Faris, Hafiza Syeda Yusra Tirmizi +2Brain Tumor ClassificationHybrid Transformer

  34. Visual Chart Representations for Cryptocurrency Regime Prediction: A Systematic Deep Learning Study

    Apr 25, 2026Dustin M. HaggettDeep LearningChart

  35. A Tale of Two Variances: When Single-Seed Benchmarks Fail in Bayesian Deep Learning

    Apr 25, 2026Qishi Zhan, Minxuan Hu, Liang He +2HeteroskedasticityDeep Learning

  36. Unstable Rankings in Bayesian Deep Learning Evaluation

    Apr 25, 2026Qishi Zhan, Minxuan Hu, Guansu Wang +2Sample SizeDeep Learning

  37. Quality-Driven Selective Mutation for Deep Learning

    Apr 24, 2026Zaheed Ahmed, Emmanuel Charleson Dapaah, Philip Makedonski +1Cryptographically Authorized MutationDeep Learning

  38. Deep Learning for Model Calibration in Simulation of Itaconic Acid Production

    Apr 24, 2026Daria Fokina, Marco Baldan, Constantin Romankiewicz +3Chemical Process SystemsDeep Learning

  39. FedSPDnet: Geometry-Aware Federated Deep Learning with SPDnet

    Apr 24, 2026Thibault Pautrel, Florent Bouchard, Ammar Mian +1Federated LearningFedavg

  40. Improving Driver Drowsiness Detection via Personalized EAR/MAR Thresholds and CNN-Based Classification

    Apr 24, 2026Gökdeniz Ersoy, Mehmet Alper Tatar, Eray Tonbul +1Eye TrackingDeep Learning

  41. Transformer-Based Rhythm Quantization of Performance MIDI Using Beat Annotations

    Apr 24, 2026Maximilian Wachter, Sebastian Murgul, Michael HeizmannMusic UnderstandingConversational Music Recommendation

  42. A Multi-Stage Warm-Start Deep Learning Framework for Unit Commitment

    Apr 23, 2026Muhy Eddin Za'ter, Anna Van Boven, Bri-Mathias Hodge +1Mixed-Integer ProgrammingDeep Learning Framework

  43. There Will Be a Scientific Theory of Deep Learning

    Apr 23, 2026Jamie Simon, Daniel Kunin, Alexander Atanasov +11Learning DynamicsDeep Learning

  44. Attention-based multiple instance learning for predominant growth pattern prediction in lung adenocarcinoma wsi using foundation models

    Apr 23, 2026Laura Valeria Perez-Herrera, M. J. Garcia-Gonzalez, Karen Lopez-LinaresMultiple Instance LearningPathology Foundation Models

  45. an interpretable vision transformer framework for automated brain tumor classification

    Apr 23, 2026Chinedu Emmanuel Mbonu, Tochukwu Sunday Belonwu, Okwuchukwu Ejike Chukwuogo +1Brain Tumor ClassificationSelf-Supervised Vision Transformers

  46. Adversarial Evasion in Non-Stationary Malware Detection: Minimizing Drift Signals through Similarity-Constrained Perturbations

    Apr 23, 2026Pawan Acharya, Lan ZhangMalware DetectionEvasion

  47. A Deep U-Net Framework for Flood Hazard Mapping Using Hydraulic Simulations of the Wupper Catchment

    Apr 22, 2026Christian Lammers, Fernando Arévalo, Leonie Märker-Neuhaus +3Accurate Flood PredictionFlood Detection

  48. Cross-Dataset Bloom Question Classification: Supervised Models and Prompted LLMs

    Apr 22, 2026Abdolali Faraji, Mohammadreza Molavi, Zohreh Rasoulkhani +2Computerized Adaptive TestingEducation

  49. Explicit Dropout: Deterministic Regularization for Transformer Architectures

    Apr 22, 2026Vidhi Agrawal, Illia Oleksiienko, Alexandros IosifidisDropoutTransformer Attention

  50. LunarDepthNet: Generation of Digital Elevation Models using Deep Learning and Monocular Satellite Images

    Apr 22, 2026Aaranay Aadi, Jai Gopal Singla, Amitabh +3Lunar SurfaceDeep Learning

  51. Layer-wise Geometric Approximation Rates for Deep Networks

    Apr 22, 2026Shijun Zhang, Zuowei Shen, Yuesheng XuNeural-Network ApproximationDeep Network

  52. Physics-Enhanced Deep Learning for Proactive Thermal Runaway Forecasting in Li-Ion Batteries

    Apr 22, 2026Salman Khan, Syed Sajid Ullah, Muhammad Zunair Zamir +3Lithium-Ion BatteriesPhysics-Informed Machine Learning

  53. Silicon Aware Neural Networks

    Apr 21, 2026Sebastian Fieldhouse, Kea-Tiong TangDifferentiable Logic Gate NetworksAnd Mixed-Signal Circuits

  54. Attention-based Multi-modal Deep Learning Model of Spatio-temporal Crop Yield Prediction with Satellite, Soil and Climate Data

    Apr 21, 2026Gopal Krishna Shyam, Ila ChandrakarSatellite DataSatellite Imagery

  55. Neural Network Optimization Reimagined: Decoupled Techniques for Scratch and Fine-Tuning

    Apr 21, 2026Xin Ning, Qiankun Li, Xiaolong Huang +5Neural Network OptimizationDeep Learning

  56. Learning Lifted Action Models from Unsupervised Visual Traces

    Apr 21, 2026Kai Xi, Stephen Gould, Sylvie ThiébauxAction SpaceClassical Planning

  57. Incremental learning for audio classification with Hebbian Deep Neural Networks

    Apr 20, 2026Riccardo Casciotti, Francesco De Santis, Alberto Antonietti +1Domain Incremental LearningContinual Learning Methods

  58. mlr3torch: A Deep Learning Framework in R based on mlr3 and torch

    Apr 20, 2026Sebastian Fischer, Lukas Burk, Carson Zhang +2Deep Learning FrameworkPytorch

  59. Rabies diagnosis in low-data settings: A comparative study on the impact of data augmentation and transfer learning

    Apr 20, 2026Khalil Akremi, Mariem Handous, Zied Bouslama +4Deep LearningMicroscopy

  60. Prompting Foundation Models for Zero-Shot Ship Instance Segmentation in SAR Imagery

    Apr 20, 2026Islam Mansour, Francescopaolo Sica, Michael SchmittFew-Shot SegmentationSynthetic Aperture Radar