Scholar4AI Updated 2026-10-26 13:22 UTC+09:00

Cross-entropy loss

area: Machine learning · 3 papers in the last 7 days

← Most-used equations and models

ℒ=−∑c=1Cyclogy^c

Standard loss for classification: the negative log-probability of the true class.

LaTeX: \mathcal{L} = -\sum_{c=1}^{C} y_c \log \hat y_c

Names searched for: cross-entropy

Key findings

  • Cross-entropy loss was mentioned in 42 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #24 of the 104 equations and models mentioned.
  • By journal category: AI (34), Finance (4), Management (2), Operations Research (1) and Economics (1).
  • Most of them appeared in Neural Computing and Applications (8), Applied Intelligence (4) and International Journal of Computer Vision (4).
  • Often mentioned together with Convolutional neural network (CNN) (26), Scaled dot-product attention (Transformer) (21) and Softmax function (21).
  • Datasets named in the same papers: ImageNet (10), OR-Library (8) and CIFAR-10 / CIFAR-100 (6).
  • From Apr 2024 to Sep 2026, 91 archived papers mentioned Cross-entropy loss in their title, abstract or keywords, most of them in Jun 2025 (8).

Mentions over 30 months

Papers mentioning it by publication month, Apr 2024 to Sep 2026 (titles, abstracts and keywords)
TrendApr 24–Sep 24Oct 24–Sep 25Oct 25–Sep 2630 months
20502191
Papers mentioning Cross-entropy loss, newest first.
DateTitleJournalAuthorsAffiliations
2026-10-24A priority-aware dual-channel feature fusion method for urban rail service traffic classificationApplied IntelligenceXinpeng Liu, Junhui Zhao, Zhengyuan Wu et al.Beijing Jiaotong University
2026-10-23From pixels to profits: trading arbitrage portfolios based on image representationsFinancial markets and portfolio managementNiklas PaluszkiewiczUniversität Ulm
2026-10-20Weighted UnLearning from Experience for Improved Spurious Correlation RobustnessMachine LearningJeff Mitchell, Jesus; id_orcid 0000-0002-9574-4138 Martinez-del-Rincon, Niall McLaughlinQueen's University Belfast
2026-10-19Reusability report: multi-sample omics network inference operates in distinct robustness regimes defined by prior knowledge and data availabilityNature Machine IntelligenceXabier Martinez‐de‐Morentin, Sameer Ahmad Khan, Itziar Cenzano et al.King Abdullah University of Science and Technology; Ilia State University; Karolinska University Hospital; …
2026-10-19DReX: An explainable deep learning-based multimodal recommendation frameworkKnowledge-Based SystemsAdamya Shyam, Venkateswara Rao Kagita, Bharti Rana et al.University of Delhi; National Institute of Technology Warangal
2026-10-16Generative deep learning for class imbalance in credit risk modeling: comparative evaluation of synthetic oversampling methods and an elastic oversampling extensionFinancial InnovationTae Yeon KwonHankuk University of Foreign Studies
2026-10-16An exact solution algorithm for the bi-level optimization problem of electric vehicles charging station placementTransportation Research Part B MethodologicalMobina Nankali, Michael W. LevinUniversity of Minnesota
2026-10-16ITEACH-Net: Inverted teacher-student search network for emotion recognition in conversationArtificial IntelligenceHaiyang Sun, Zheng Lian, Chenglong Wang et al.Chinese Academy of Sciences; Institute of Automation; University of Chinese Academy of Sciences; …
2026-10-15pDOC-STANet: A spatiotemporal attention network for automatic assessment of prolonged disorders of consciousness using fNIRSApplied IntelligenceZehai Li, Yuxin Xing, Shuwei Wang et al.Zhejiang Normal University; Wenzhou Medical University; Zhejiang Taizhou Hospital; …
2026-10-14Dynamic gain neuromodulation attenuates stability gaps during continual joint trainingNeural NetworksAlejandro Rodriguez-Garcia, Anindya Ghosh, Srikanth RamaswamyNewcastle University
2026-10-10TACoS: Weakly supervised learning of two-dimensional materials from scribble annotations to precise segmentationPattern RecognitionJiabei Chen, Liping Zhang, Jiangbin Wu et al.Chinese Academy of Sciences; Institute of Semiconductors; University of Chinese Academy of Sciences
2026-10-09Test-time optimization for domain adaptive open vocabulary segmentationNeural NetworksUlindu De Silva, Didula Samaraweera, Sasini Wanigathunga et al.University of Moratuwa; Stony Brook University; Khalifa University of Science and Technology
2026-10-06Chronologically consistent large language modelsJournal of Financial EconomicsSongrun He, Linying Lv, Asaf Manela et al.Chinese University of Hong Kong; Washington University in St. Louis; University of Iowa
2026-10-03An intelligent cybersecurity framework for banking systems: integrating neural networks, large language models, and federated learning for anti-money laundering and fraud detectionFuture Business JournalTanvir Sajid, Sajida HafeezNational Textile University
2026-10-03Sparse oblique rule boosting for simpler additive rule ensemblesData Mining and Knowledge DiscoveryShahrzad Behzadimanesh, Pierre Le Bodic, Geoffrey I. Webb et al.Monash University; University of Haifa
2026-10-03Uncertainty quantification for trustworthy deep learning: Methods and measuresNeural NetworksH. Martin Gillis, Thomas P. TrappenbergDalhousie University
2026-10-02RL-Axial: Learning When to Compute Global Context for Multimodal SegmentationCognitive ComputationDong Xing, Hang Yang, Jinhe Zhang et al.Chinese Academy of Sciences; Changchun Institute of Optics, Fine Mechanics and Physics; University of Chinese Academy of Sciences
2026-10-01Multi-View Contrastive Graph Convolutional Networks with Adaptive Fusion for semi-supervised classificationPattern RecognitionHuaichun Xiao, Fadi Dornaika, Jingjun Bi et al.University of the Basque Country; Ikerbasque; North China University of Water Resources and Electric Power; …
2026-10-01Alzheimer’s multimodal diagnosis: enhancing cross-attention between speech and textNeural Computing and ApplicationsKewen Ding, Azadeh Noori Hoshyar, Tanusri Bhattacharya et al.Federation University; Western Sydney University; Myer Foundation; …
2026-10-01SYNAPSE-X: a calibration-aware vision transformer framework for selective referral in multi-class brain tumor MRI classificationNeural Computing and ApplicationsSadaf Tabatabaee, Mohammad T. KhasawnehBinghamton University
2026-10-01RECE Loss: A Reward-Enhanced Cross Entropy Loss Function for Learning with Noisy LabelsNeural Computing and ApplicationsThi Thu Huong Nguyen, Duy Tung Nguyen, Thanh Tung Nguyen et al.Thuyloi University; CMC University; Hanoi University of Science and Technology; …
2026-10-01Class-based many-objective neural architecture search for deep classifiersNeural Computing and ApplicationsGuy Mardiks, Adham Salih, Amiram MoshaiovTel Aviv University; Braude College of Engineering Karmiel
2026-10-01Patient-independent EEG seizure detection using channel attention and dual-branch time–frequency featuresNeural Computing and ApplicationsHrishikesh Tiwary, Arnav Bhavsar, H MuralikrishnaIndian Institute of Technology Mandi; Manipal Academy of Higher Education
2026-10-01CL3AN-GNN: curriculum-driven for incremental feature disentanglement with multi-phase attention for class-imbalanced node classificationNeural Computing and ApplicationsAbdul Joseph Fofanah, David Chen, Lian Wen et al.Griffith University; Chang'an University; Njala University
2026-10-01DIRU: dendrite-inspired recurrent units for learning chaotic dynamics and neonatal epilepsy time seriesNeural Computing and ApplicationsAlessandro Crimi, Cristiano Micheli, Tiziana Currieri et al.University of Agriculture in Krakow; AGH University of Krakow; Technische Universität Ilmenau; …
2026-10-01RDD: Improving Structure from Motion with a Robust Feature Detector and DescriptorInternational Journal of Computer VisionG Chen, Tianwen Fu, Haiwei Chen et al.University of Southern California; Creative Technologies (United States)
2026-10-01A comprehensive survey on multimodal sentiment analysis: Approaches, challenges and open issuesInternational Journal of Information ManagementFatemeh Hemmatian, Arash Sabbaghi, Mohammad Karim SohrabiIslamic Azad University Semnan
2026-10-01Multi-view self-supervised learning for label-flipping robustness in tabular data: a comparative studyApplied IntelligenceJinhyeok Jang, Sohee Park, Seung-Soo Nam et al.Soongsil University
2026-10-01ANNE: adaptive neuron network expansion for 2D medical image segmentationApplied IntelligenceAbel A. Reyes, Sidike PahedingMichigan Technological University; Fairfield University
2026-10-01Decentralized gossip learning and federated averaging for histopathology image classificationNeural Computing and ApplicationsYusuf Öztürk, Bengisu Atli, Enes Goktekin et al.Antalya Bilim Üniversitesi; Antalya Bilim University; Ankara University; …
2026-10-01From 3D perception to safety reasoning: an intelligent hybrid framework for real-time underground mine monitoringExpert Systems with ApplicationsPasindu Ranasinghe, Simit Raval, Dibyayan Patra et al.UNSW Sydney; University of Southern Queensland
2026-10-01SLCA++: Unleash the Power of Sequential Fine-Tuning for Continual Learning with Pre-trainingInternational Journal of Computer VisionGengwei Zhang, Liyuan Wang, Guoliang Kang et al.University of Technology Sydney; Tsinghua University; Beihang University; …
2026-10-01Efficient Test-Time Prompt Tuning for Vision-Language ModelsInternational Journal of Computer VisionYuhan Zhu, Guozhen Zhang, Xu Chen et al.Nanjing University; Shanghai Artificial Intelligence Laboratory
2026-10-01Privacy Leakage on DNNs: A Survey of Model Inversion Attacks and DefensesInternational Journal of Computer VisionHao Fang, Yixiang Qiu, Hongyao Yu et al.Tsinghua Shenzhen International Graduate School; Tsinghua University; Harbin Institute of Technology; …
2026-09-30Towards optimized forward–forward training for neural networksArtificial Intelligence ReviewYomna Abdulgawad Elnady, Amany Mahmoud Sarhan, Mohammad Ali EitaTanta University; ElSewedy University of Technology
2026-09-30Order-flow toxicity in cryptocurrency perpetual futures: Order flow signals, price-impact persistence, and the limits of volatility-based metricsInternational Review of Economics & FinanceSuresh Rajendran, Divya Singaravelu
2026-09-30P2Mark: Plug-and-play parameter-level watermarking for neural speech generationArtificial IntelligenceYong Sheng Ren, Jiangyan Yi, Tao Wang et al.Chinese Academy of Sciences; Institute of Automation; University of Chinese Academy of Sciences; …
2026-09-28Self-Organized Context Dependent Processing in Neural NetworksCognitive ComputationHao GuangFu, Yang Chen, Sainan Qin et al.Chinese Academy of Sciences; Institute of Automation; University of Chinese Academy of Sciences; …
2026-09-28CausalCACTUS: A Causally Consistent and Context-Aware Framework for Counterfactual ExplanationsMachine LearningZhendong Wang, Diego García, José María Enguita et al.KTH Royal Institute of Technology; Universidad de Oviedo
2026-09-28DAMEL: Dual-axis multi-expert learning for class-imbalanced learningKnowledge-Based SystemsHyuck Lee, Taemin Park, Heeyoung KimKorea Advanced Institute of Science and Technology
2026-09-28Sensory-aware sequential recommendation via review-distilled representationsKnowledge-Based SystemsYeo Chan Yoon, Chanjun Park, KyuHan KohJeju National University; Soongsil University; California State University, Stanislaus
2026-09-28Treatment evaluation at the intensive and extensive marginsJournal of EconometricsPhillip Heiler, Asbjørn Kaufmann, Bezirgen VeliyevAarhus University
Cite this page

Scholar4AI. (2026). Cross-entropy loss. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/equations/cross-entropy-loss

@misc{scholar4ai-equations-cross-entropy-loss,
  author = {{Scholar4AI}},
  title = {Cross-entropy loss},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/equations/cross-entropy-loss}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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