Deep Learning

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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. How the Hessian-Spectrum of Neural Networks Depends on Data

    Jul 15, 2026Jasraj Singh, Enea Monzio Compagnoni, Antonio OrvietoCondition NumberTwo-Layer Neural Networks

  2. Metric-Guided Synthetic Image Data Rendering for Deep Learning compatible with Agentic AI

    Jul 14, 2026Martina Radoynova, Samuel Pantze, Trina De +2Synthetic-To-Real Domain GapOpen-Vocabulary Object Detection

  3. DiffEEG: A Self-Supervised Denoising Diffusion Model for Learning EEG Generic Representations

    Jul 13, 2026Abdulkader Helwan, Lina Abou-Abbas, Hussein El Amouri +2Interictal Epileptiform DischargesElectroencephalography Spatial Super-Resolution

  4. Inter-Stop Energy Prediction and Causal Driver Quantification for Dual-Source Trolleybuses via a Time-Aware Tabular Deep Learning Architecture

    Jul 13, 2026Wentao Zeng, Zijian Huang, Yiming Bie +2Electricity Price ForecastingTransit Network Design

  5. Longitudinal Multi-View Breast Cancer Risk Prediction

    Jul 13, 2026Solveig Thrun, Zijun Sun, Suaiba A. Salahuddin +5MammographyDeep Learning

  6. A Novel Method to Evaluate Models on Unreliable, Noisy and Inconsistent Labels: Adaptive Resolution Label Aggregation (ARLA)

    Jul 13, 2026Natasha Randall, Gernot HeisenbergSegmentation ModelDeep Learning

  7. RTFVE: Realtime Face Video Enhancement

    Jul 13, 2026Varun Ramesh Jois, Antonella DiLillo, James StorerUltra-Low BitratesVision Encoders

  8. End-to-End Real-Time Drone-Based Person Detection Framework Using Deep Learning

    Jul 12, 2026Payel Sarmah, Ayush Ranjan, Piyush Kaushik Bhattacharyya +2Unmanned Aerial Vehicle DetectionYolov8-Nano Model

  9. GatedLinear: Adaptive Routing of Complementary Linear Bases for Time Series Forecasting

    Jul 10, 2026Qitai Tan, Ruiwen Gu, Yilin Su +3Time SeriesGated Recurrent Unit

  10. From Classification to Localization and Clinical Validation: Large-Scale Development of a Deep Learning System for Thoracic Disease Detection on Chest Radiographs in Thailand

    Jul 10, 2026Isarun Chamveha, Tretap Promwiset, Napat Wanchaitanawong +3Chest X-RayChest Radiography

  11. CHM-Net: Center Heatmap-driven Macro-Micro Modeling Network for MRI-based Microbial Density Stratification

    Jul 10, 2026Jiaming Liang, Haolin Chen, Tingting Li +7Bacterial Colony CountingLesion

  12. Secure-by-Disguise: A Systematic Evaluation of Image Disguising for Confidential Medical Image Modeling

    Jul 9, 2026Jason Rojas, Jiajie He, Yash Patel +3Medical Image ClassificationDeep Learning

  13. Deep Learning for Joint Narrowband Interference Cancellation and Soft Demodulation in OFDM Systems

    Jul 9, 2026Emmanouil Kavvousanos, Francky Catthoor, Vassilis PaliourasJoint Channel EstimationAutomatic Modulation Classification

  14. Federated Deep Learning for Privacy-Preserving Cardiovascular Disease Risk Prediction

    Jul 9, 2026Hyunho Mo, Djura Smits, Mahlet A. Birhanu +4Cardiometabolic RiskSurvival Predictions

  15. Beyond Backpropagation: Monte Carlo Method Can Train Deep Neural Networks

    Jul 9, 2026Hong ZhaoBackpropagationNeural Network

  16. Structural Adversarial Attacks on Relational Deep Learning under Integrity Constraints

    Jul 8, 2026Alan Gany, Bogdan Cautis, Silviu ManiuRelational Deep LearningDeep Learning

  17. Ensemble Deep Learning Approaches for AI-Altered Video Detection

    Jul 8, 2026Laiba Khan, Hung-Mao Wu, Wei Lin +3Explainable Deepfake DetectionDeep Learning

  18. Enhancing deep learning models for time series classification via knowledge distillation

    Jul 7, 2026Javidan Abdullayev, Maxime Devanne, Jonathan Weber +1Knowledge DistillationTime-Series Classification

  19. Efficient Bayesian Deep Ensembles via Analytic Predictive Inference

    Jul 7, 2026Sina Aghaee Dabaghan Fard, Marie Maros, Jaesung LeeBayesian Neural NetworksEnsemble

  20. Leveraging Extragradient for Effective Sharpness-Aware Minimization in Deep Learning

    Jul 7, 2026Yao Fu, Chunxia Zhang, Junmin Liu +3Stochastic Gradient DescentSharpness-Aware Minimization

  21. Why does Deep Learning Improve Visual SLAM?

    Jul 7, 2026Giovanni Cioffi, Davide ScaramuzzaOrb-Slam2Deep Learning

  22. Interpretable Human-Label-Free Deep Learning for Real-Bogus Classification with Uncertainty Quantification

    Jul 6, 2026Raphaël Bonnet-Guerrini, Bruno Sanchez, Dominique Fouchez +5Phase-Folded Light CurvesGround Truth

  23. TabPack: Efficient Hyperparameter Ensembles for Tabular Deep Learning

    Jul 6, 2026Yury Gorishniy, Akim Kotelnikov, Ivan Rubachev +1Tabular LearningHyperparameter Optimization

  24. Deep Learning for Semen Analysis in Male Infertility: Computer Vision, Multimodal Fusion, and Clinical Translation

    Jul 6, 2026Runwei Guan, Shaofeng Liang, Jiacheng Weng +10ReproductionMultimodal Fusion

  25. Shifting from Discrete to Continuous Reference Data: QSM-Derived Horizontal Tree Biomass Distribution for Deep Learning Biomass Estimation

    Jul 6, 2026Nils Griese, Christoph Kleinn, Nils NölkeAbove-Ground BiomassRandom Forest

  26. Hybrid Deep Learning for Traceability and Classification of Industrial Slate Tiles

    Jul 6, 2026Soren Antebi, Stefan Eickeler, Sandra Halscheidt +4Image ClassificationRe-Identification

  27. LeukocyteCount: Automatic Identification and Counting for leukocytes using Deep Learning

    Jul 5, 2026Ahmed M. Sayed, Sondos A. Refaat, Abdallah M. Mostafa +2Acute Myeloid LeukemiaAutomatic Identification System

  28. Server-side Anti-cheat in FPS games for Aimbot detection using Deep learning and Machine learning

    Jul 5, 2026Siddhesh A. Dhinge, Shubham G. Sukum, Harsh S. Ranjane +2Deep LearningMachine Learning

  29. Deep Learning for Dynamic Programming with Recursive Utility

    Jul 5, 2026Xianhua Peng, Wu GuoValue FunctionsDeep Learning

  30. Foundations of Equivariant Deep Learning: Unifying Graph and Sheaf Neural Networks

    Jul 4, 2026Yoshihiro MaruyamaEquivariant Neural NetworksGeometric Deep Learning

  31. Probabilistic Robustness in Medical Image Classification

    Jul 4, 2026Yi Zhang, Siddartha Khastgir, Xingyu ZhaoMedical Image ClassificationDeep Learning

  32. An Interpretable Deep Learning Framework for Discovery and Clinical Validation of Deep Radiomic Signatures in Tumor Classification

    Jul 3, 2026Chengkun Sun, Jinqian Pan, Renjie Liang +7RadiomicsBiomarker

  33. Learning from Lost Provenance: Multiple Instance Learning for Cancer Registry Tumor Group Classification

    Jul 3, 2026Leonard Ruocco, Jonathan Simkin, Lovedeep Gondara +2Multiple Instance LearningMammography

  34. CaresAI at SMM4H-HeaRD 2026: Predicting TNM Staging

    Jul 3, 2026Joseph Itopa Abubakar, Jorge Jarme, Favour Igwezeke +1Cancer Genome AtlasNon-Small Cell Lung Cancer

  35. DistillH-Mamba: A Hypergraph-Mamba-Based Knowledge Distillation Model for Efficient Impact Fall Detection

    Jul 3, 2026Tresor Y. Koffi, Youssef Mourchid, Mohammed Hindawi +1Robust Fall DetectionBidirectional Mamba

  36. A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation

    Jul 3, 2026Estera Dumitru, Stelian SpînuVideo SurveillanceOpen-Vocabulary Action Recognition

  37. Aircraft Detection in Satellite Imagery using Deep Learning Object Detectors

    Jul 2, 2026Mujahir Hussain Abbasi, S. Beghin, A. T. R. Krishna Priya +3Object DetectionSatellite Imagery

  38. MedSaab-US: A Backpropagation-Free Multi-Scale Wavelet-Saab Framework for Thyroid Nodule Segmentation in Ultrasound Images

    Jul 2, 2026Mohammad Amanour RahmanUltrasoundSegmentation Model

  39. RadiomicNet: A Hybrid Radiomics-Guided Lightweight Architecture for Interpretable Medical Image Segmentation

    Jul 2, 2026Mohammad Amanour RahmanRadiomicsMedical Image Segmentation

  40. Population-Scale Segmentation of Penile Tissue in DIXON MRI using Deep Learning for Quantitative Phenotyping in Male Reproductive Health

    Jul 2, 2026Jan Ernsting, Gunnar Paul Kordes, Nils Johannaber +5Magnetic Resonance ImagingTissue Architecture

  41. From Approximation to Emergence: A Theory of Deep Learning

    Jul 1, 2026Zhilin ZhaoOver-Parameterized Neural NetworksDeep Learning

  42. Rethinking Multi-Label Image Classification With Deep Learning: Taxonomy, Challenge, and Outlook

    Jul 1, 2026Xuelin Zhu, Xiu-Shen Wei, Jiawei Ge +2Multi-Label ClassificationImage Classification

  43. An automated method of identifying incorrectly labelled images based on the sequences of loss functions of deep learning networks

    Jul 1, 2026Zhipeng Zhang, Wenhui Shou, Wengting Ma +5Fundus ImagesMedical Imaging

  44. A Multi-Resolution Finite-Volume Inspired Deep Learning Framework for Spatiotemporal Dynamics Prediction

    Jul 1, 2026Xin-Yang Liu, Xiantao Fan, Jian-Xun WangSpatiotemporal PredictionShallow Water Equations

  45. Neuro-Bayesian-Symbolic Residual Attention Shallow Network: Explainable Deep Learning for Cybersecurity Risk Assessment

    Jun 29, 2026Nicolaie Popescu-Bodorin, Madeleine TogherCybersecurityDeep Learning

  46. GPU Parallelization Strategies for Forward and Backward Propagation in Shallow Neural Networks: A CUDA-Based Comparative Study

    Jun 29, 2026Rania Zitouni, Nadine Bousdjira, Sarah Hasnaoui +2CudaBackpropagation

  47. Clinical Risk-Aware Multi-Level Grading for Coronary Artery Stenosis through Curved Feature Reconstruction

    Jun 29, 2026Shishuang Zhao, Hongtai Li, Junjie Hou +1Coronary AngiographyDeep Learning

  48. Generalization Analysis of Transformers in Distribution Regression

    Jun 28, 2026Peilin Liu, Ding-Xuan ZhouTransformer ArchitecturesGeneralization Bounds

  49. A Novel Latent-Class Attack and its Detection by Class Subspace Orthogonalization

    Jun 27, 2026Guangmingmei Yang, David J. Miller, George KesidisTransformation-Based AttacksBackdoor Attacks

  50. Reasoning Beyond Prediction: From Data-Driven to Causal Software Engineering

    Jun 26, 2026Roberto Pietrantuono, Luca Giamattei, Stefano RussoSoftware EngineeringSoftware

  51. Applicability of memorization indicators for early spotting of overfitting while recalibrating sEMG-decoders on low sample sizes

    Jun 26, 2026Stephan J. Lehmler, Tobias Glasmachers, Ioannis IossifidisSurface ElectromyographyMemorization

  52. Hippocampus-DETR: An Explicit Memory Object Detection Framework Based on Hippocampus Modeling

    Jun 26, 2026Zhaoning Shi, Bo Ma, Hao Xu +2Rt-DetrOpen-Vocabulary Object Detection

  53. Stochastic Gradient Optimization with Model-Assisted Sampling

    Jun 25, 2026Jonne Pohjankukka, Jukka HeikkonenStochastic Gradient DescentMini-Batch Stochastic Gradient Descent

  54. Inverse Design of Compact and Wideband Inverted Doherty Power Amplifiers Using Deep Learning

    Jun 25, 2026Han Zhou, Haojie Chang, David Widen +1Generative Inverse DesignUltra-Wideband

  55. Algorithmic Foundations of Deep Learning: Complexity-Theoretic Rates and a Characterization of Universal Approximation

    Jun 25, 2026Anastasis Kratsios, Simone Brugiapaglia, Bum Jun Kim +2Neural-Network ApproximationApproximation

  56. Automated brain tumor detection in MRI images using CNN and ResNet architectures

    Jun 25, 2026Annapurna V K, Asha N, K Paramesha +2Brain Tumor ClassificationBrain Tumor Segmentation

  57. Evaluation-Strategy Gap in Fault Diagnosis of Deep Learning Programs

    Jun 25, 2026Sigma JahanFault DiagnosisFault Injection Experiments

  58. Revealing Mammographic Phenotypes in Deep Learning Breast Cancer Risk Models

    Jun 24, 2026Ruiyu Jia, Yanqi Xu, Yuxuan Chen +2MammographyDeep Learning

  59. Methane-Plume Segmentation From Hyperspectral Satellite Imagery Via Multimodal Deep Learning

    Jun 24, 2026Brayan Quintero, Jeferson Acevedo, Samuel Traslaviña +1Multiple Hyperspectral BenchmarksMultimodal Deep Learning

  60. Parametric Generalized Adaptive Moment Features (PG-AMF) for Bearing Fault Diagnosis and Machine Health Monitoring

    Jun 24, 2026Rajeev KumarFault DiagnosisFeature Extraction