Deep Learning

Momentum

58 papers in the last four weeks, up 115% on the four weeks before. 0.6% of all new papers.

Jul 13Week of Sep 28

Latest papers 682

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  1. SoftServe: A Scalable Quasi-Newton Method for Deep Learning

    Oct 1, 2026Joohwan Ko, Tetiana Parshakova, Diana Cai +1Neural Network OptimizationNewton

  2. End-to-End Learning vs. Modular Architectures: Comparative Insights into Autonomous Driving Systems

    Oct 1, 2026Kartik B. KapseCausality-Aware End-To-End Autonomous DrivingIntelligent Transportation

  3. Exposing the Cost of Deep Learning Audio Development

    Oct 1, 2026Constance Douwes, Paul Magron, Romain SerizelNeural AudioEnergy Consumption

  4. Open Vocabulary Word Recognition From Transcribed Bangla Texts

    Oct 1, 2026Faias Satter, Sk. Md. Masudul AhsanHandwritten Text RecognitionOptical Character Recognition

  5. Increasing Width Allows Greedy Layer-wise Training to Rival End-to-End Backpropagation in Self-Supervised Learning

    Sep 30, 2026Syon Mansur, Joel ZylberbergBackpropagationLayer-Wise

  6. Benchmarking Generative Models for Weather Data Assimilation on Real Station Observations

    Sep 30, 2026Ruizhe Huang, Qidong Yang, Jonathan Giezendanner +1Data AssimilationEra5 Reanalysis Data

  7. Attention Kernels for Learning Maps Between Heavy-Tailed Measures

    Sep 30, 2026Kailen Hargenrader, Edoardo Calvello, Bohan ChenTransformer AttentionLong-Tailed Distribution

  8. Scores That Hold, Benchmarks That Leak: Measuring Dataset Contamination in Public Brain-Tumor MRI Classification

    Sep 30, 2026Bhanu Prakash Vangala, Sowmya Guda, Latha Peddi +1Brain Tumor ClassificationMedical Imaging Datasets

  9. Hyperspectral Image Models: Technical Report

    Sep 30, 2026Tanishq Rachamalla, Aryan Das, Srishti Kaushik +1Hyperspectral ImageDeep Learning

  10. WIPSNet: Deep Learning for Paediatric Wheeze Detection from Overnight Impedance Pneumography

    Sep 30, 2026Felix Oury, Harley Day, Karina Mayoral +3Respiratory MotionSleep

  11. Deep Learning for Anomaly Detection in Railway Systems: A Structured Survey

    Sep 30, 2026Ammar Bouketta, Smail Niar, Hamza OuarnoughiRelightingUnsupervised Detection

  12. Detail in Context: A Dual-Scale Machine Learning Framework for Mycosis Fungoides Detection

    Sep 29, 2026Mohamed Hazem, Tarek Waleed, Omar Khaled +8MelanomaCancer Detection

  13. An Input-Frugal Deep Learning Framework for Weather-Driven National Crop-Yield Forecasting: A Case Study of Brazilian Soybean

    Sep 29, 2026Fernando Dupin da Cunha Mello, Prashant Kumar, Erick G. Sperandio NascimentoAgricultural PredictionPrecision Agriculture

  14. Colorectal Cancer Segmentation with Adaptive Augmentation and Multi-Resolution Ensemble Models

    Sep 29, 2026Ümit Mert Çağlar, Alptekin TemizelTumor SegmentationDigital Pathology

  15. Automated Screw Planning for Reduced Pelvic Fractures Based on Statistical Shape Models and Deep Learning

    Sep 29, 2026Yang Gao, Sutuke Yibulayimu, Yanzhen Liu +2Statistical Shape ModelDeep Learning

  16. Reconstructing the Vocal Tract with Differentiable Acoustic Simulation

    Sep 29, 2026Eric Ming Chen, Jin Woo Lee, Vincent SitzmannVocal Tract ShapeAcoustic

  17. KiT: A Foundation Model for Financial Time-Series Forecasting using DiffusionTransformers

    Sep 28, 2026Boyu Zhang, Haorui LiTime Series Foundation ModelsTime Series Forecasting

  18. MAC-Net: A Multi-Task Deep Learning Framework for Modeling Cognitive Function From Task-Based fMRI

    Sep 27, 2026Md. Tanvir Rahman, Nabil Anan Orka, Asaduzzaman Khan +1Functional Magnetic Resonance ImagingMulti--Task Learning

  19. Explainable Deep Learning of Resting-State Functional Connectomes Reveals Network Biomarkers of Adolescent Intelligence

    Sep 27, 2026Md. Tanvir Rahman, Nabil Anan Orka, Asaduzzaman Khan +1Developmental TrajectoriesBiomarker

  20. Wearable ECG Quality Assessment: A Deep Learning and Ambulatory Context-Awareness Approach

    Sep 24, 2026Xiaopeng Mao, Marike Weisbjerg, Sadasivan PuthusserypadyArrhythmia ClassificationDeep Learning

  21. Learnable Time-Frequency Masks for Explaining Time-Series Classifiers

    Sep 24, 2026Theresa Dahl Frehr, Francisco Pelayo, Lukas Raad +3Time-FrequencyDeep Learning

  22. Deep learning of longitudinal visual fields predicts glaucoma progression rate and identifies fast progressors

    Sep 24, 2026Taiabur Rahman, Siddiqur Rahman, Muhammad Moniruzzaman +7Glaucoma DetectionDeep Learning

  23. Monitoring Urban Traffic Dynamics at Fine Spatiotemporal Resolution Using Distributed Acoustic Sensing and Deep Learning

    Sep 23, 2026Hao Tian, Heng Cai, Xiaowei Chen +1Deep Learning

  24. Physics-Guided Multi-Objective Deep Learning for Ultrasound RF Data Interpolation in Resource-Constrained Imaging

    Sep 23, 2026Luoyuan Zhang, Yiyang You, Ananya Tandri +4Image ReconstructionUltrasound

  25. A 3D Pose-Based Ensemble Framework for Cricket Shot Classification and Automated Biomechanical Analysis

    Sep 22, 2026Sourav Shome, M. D. Ashiquzzaman Rahad, Rameswar DebnathWifi-Csi 3D Human Pose EstimationBiomechanics

  26. DeepFEAv2: Deep Learning for Transient Finite Element Analysis Beyond Structured Meshes

    Sep 22, 2026Georgios Triantafyllou, Panagiotis G. Kalozoumis, Dimitris K. IakovidisFinite Element MethodSurrogate Models

  27. A Distributional Optimisation Perspective on Combining Models in Deep Learning

    Sep 21, 2026Congye Wang, Yan Lin, Zheyang Shen +2Decentralized OptimizationEnsemble

  28. Enhancing Shrimp Disease Detection via Deep Learning and Data Refinement for Resilient Aquaculture

    Sep 20, 2026Vinh Canh-Thanh Truong, Hai-Binh Pham, Ngoc Hong TranLeaf Disease ClassificationVision Transformer

  29. FreqCondNorm: Towards Cross-domain Predictive Maintenance through a Frequency-Conditioned Transformer Foundation Model

    Sep 17, 2026Zaynab Raounak, Camille LHermine, Zhiguo ZengPredictive MaintenanceHybrid Transformer

  30. Noise-Robust Quantum State Characterization for Remote State Preparation with Deep Learning

    Sep 17, 2026Bo Tang, Zixuan Liao, Hao Li +9QubitPost-Quantum Cryptography

  31. Deep Learning-Based Classification of Cognitive and Resting States Using Electroencephalography Signals

    Sep 17, 2026K. A. Januka S. Fernando, Harshit SrivastavaElectroencephalographyDeep Learning

  32. Special Lagrangian cones in Deep Learning

    Sep 17, 2026Tejas Kotwal, Govind MenonManifold PerspectiveAnisotropic Loss Landscapes

  33. HyperAMS-Net: Adaptive Multi-Scale Spatial Hypergraph Network for Brain Disorder Classification

    Sep 17, 2026Proloy Kumar Mondal, Md Kamran Hussin Chowdhury, Hoi Leong LeeMulti-Scale ConvolutionBrain Tumor Classification

  34. Physics-Informed Hemodynamic Modeling for Data-Free Prediction and Sparse-Data Assimilation

    Sep 16, 2026Xi Chen, Jianchuan Yang, Hongde Li +5Coronary AngiographyCardiovascular Risk Prediction

  35. Deep learning emergent spacetime from fermionic spectral functions in holography

    Sep 16, 2026Koji Hashimoto, Hyun-Sik Jeong, Keun-Young Kim +2Quantum PhasesHolographic Reduced Representations

  36. Interpretable Patch-Based Deep Learning for Wildfire Spread Prediction from Ensemble Simulations

    Sep 16, 2026Marcin Lawenda, Aleksandra Krasicka, David Caballero +2Wildfire PredictionAccurate Flood Prediction

  37. Modular Deep Learning Mechanisms for Auditable Next-Day Wildfire Spread Prediction

    Sep 15, 2026Miguel Esparza, Aydin Ayanzadeh Ahmad Mousavi, Ali MostafaviWildfire PredictionAccurate Flood Prediction

  38. IRENE: A Convolutional GRU Ensemble Model for Radar Precipitation Nowcasting over Italy

    Sep 15, 2026Alessandro Camilletti, Gabriele Franch, Elena Tomasi +1Precipitation NowcastingForecasting Backbone

  39. High-Fidelity Digital Twin Data Models by Randomized Dynamic Mode Decomposition and Deep Learning with Applications in Fluid Dynamics

    Sep 15, 2026Diana A. BistrianDigital TwinsDynamic Mode Decomposition

  40. Can Deep Learning Achieve Cross-Physics Mapping?

    Sep 15, 2026Pengfei Zhu, Julien Lecompagnon, Mathias ZieglerScalar FieldDeep Learning

  41. FairLint-DL: An IDE-Native Tool for Fairness Debugging of Deep Learning Software

    Sep 14, 2026Archit Rathod, Saeid Tizpaz-NiariAlgorithmic FairnessLarge Language Model Bias

  42. Design of a Deep Learning Credit Risk Early Warning System Integrating Multi-source Heterogeneous Data

    Sep 14, 2026LiYang Wang, Zhen Zhong, Zhen Tian +2Credit Risk PredictionEarly Warning

  43. Potential of Artificial Intelligence Algorithms for Identification of Relevant Diagnostic and Prognostic Biomarkers of Early-Stage Liver Cancer

    Sep 14, 2026Ali Bou Nassif, Darko Castven, Manar Abu Talib +4CholangiocarcinomaCancer Detection

  44. SyntheticDoc: A Large Synthetic Dataset for Document Unwarping and Illumination Correction

    Sep 14, 2026Daniel Woortmann, Tanguy Magne, Olga Sorkine-HornungSynthetic-To-Real Domain GapLarge-Scale 3D Editing Dataset

  45. Bridging the Gap in ECG-Based Emotion Recognition: A Unified Evaluation of Deep Learning Models

    Sep 14, 2026Timothy C Sweeney-Fanelli, Ajan Ahmed, Masudul ImtiazSmall-Sample Electroencephalogram DatasetsEmotion Recognition

  46. Efficient AI Model Deployment Using Quantization Analysis Tool

    Sep 14, 2026Dwith Chenna, Kanishka MacherlaQuantizedArtificial Intelligence Deployment

  47. On the Regularization Landscape for the Linear Recommendation Models

    Sep 12, 2026Dong Li, Zhenming Liu, Ruoming Jin +4Real-World Content Recommendation ProblemLow-Rank Structure

  48. Thinking with Looped Flows

    Sep 12, 2026Ayhan Suleymanzade, Chanhyuk Lee, Floor Eijkelboom +3Deep LearningRecurrent State

  49. Bidirectional Multimodal Fusion of Sky Images and Time-Series for Solar Forecasting with Large Language Models

    Sep 11, 2026Ken Chen, Maneesha Perera, Wei Wang +3Energy ForecastingSolar Irradiance

  50. Artificial Intelligence Algorithms for the Detection of Pathologies Related to Lung Cancer through Image Analysis using Convolutional Neural Networks and Data Augmentation: a systematic mapping of the literature

    Sep 11, 2026Pablo Ramirez AmadorLung-Nodule Artificial IntelligenceMedical Images

  51. Beyond Contact Sensors: Deep learning with Pseudo-Labeling for remote Photoplethysmography

    Sep 9, 2026Bhargav Acharya, Barbara Hammer, Hanna DrimallaRemote PhotoplethysmographyPseudo-Label Quality

  52. The Surprising Effectiveness of Approximate Value Iteration in Self-Play

    Sep 8, 2026Raphael Boige, Amine Boumaza, Bruno ScherrerSelf-PlayMonte Carlo Tree Search

  53. Physics-Informed Deep Learning for False Ventricular Tachycardia Alarm Reduction in the ICU

    Sep 8, 2026Athanasios Papastathopoulos-Katsaros, Alexandra Stavrianidi, Zhandong LiuIntensive Care UnitAlarm Fatigue

  54. Explainable Temporal Attention-based Defect Detection For Fillet Joints in Real-Time Gas Metal Arc Welding Based on Multi-modal Data

    Sep 7, 2026Mobina Mobaraki, Mahyar Asadi, Klaske Van Heusden +1Defect DetectionDefect

  55. Deep Learning for Biopsy-Free Subtyping of Basal Cell Carcinoma from Dermatoscopic Images

    Sep 7, 2026Alexandros Papadopoulos, Chrysa Episkopou, Ioannis Sarafis +2MelanomaSkin Lesion Classification

  56. The Blind Spot in 2D Infants' Pose Estimation:Robust Learning from Noisy Annotations

    Sep 3, 2026Emanuele Cardinale, Marco Proietti, Alessandro Cacciatore +3Noisy LabelsKeypoint Detection

  57. Statistical Feature Augmentation for Anomaly Detection in Dynamic Graphs

    Sep 2, 2026Philipp Schlinge, Jean-Luc Schnipper, Martin AtzmuellerGeneralist Graph Anomaly DetectionDeep Learning