Soft-Label Learning

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3 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. SearchJev: A Fast and Calibrated System-1 Model for Search Agents

    Oct 4, 2026Congfeng Cao, Lipeng Zuo, Konstantinos Papakostas +6Soft-Label LearningProbability Calibration

    Huawei Technologies Co., Ltd. · Leiden University

  2. SmoothOperator: Enhancing Representations for Fine-grained Open-set Recognition via Modulated Label Smoothing

    Oct 1, 2026Thiru Thillai Nadarasar Bahavan, Yu Xia, Sachith Seneviratne +1Soft-Label LearningOpen-Set Recognition

    The University of Melbourne Parkville, VIC, Australia

  3. Epistemic Learning from Imprecise Annotation

    Sep 28, 2026Kaizheng Wang, Siu Lun ChauSoft-Label LearningEpistemic Uncertainty

    Epistemic Intelligence & Computation Lab, College of Computing & Data Science, Nanyang Technological University, Singapore

  4. Post-hoc Alignment of LLM-judges to Human Judgment Distribution

    Sep 1, 2026Sebastian Steindl, Nikos Voskarides, Alberto Gasparin +1Soft-Label LearningLLM Alignment

    Amazon, Barcelona, Spain · Amazon, Berlin, Germany

  5. Cluster Assignments in Soft Targets Shape Speech Representations: Evidence from S-JEPA

    Aug 19, 2026Wenxuan He, Yunpeng Li, Zewei Li +4Soft-Label LearningUnsupervised Clustering

    Department of Intelligent Science, School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China

  6. BioSentinel at EXIST 2026: Soft-Label Optimization with XLM-RoBERTa for Sexism Intent Classification in Memes

    Jul 27, 2026Chandru Munisamy, Karthikeya Raguveer, Alapan KuilaSoft-Label LearningIntent Classification

    Indian Institute of Information Technology, Design and Manufacturing, Kurnool, India

  7. Noise-Robust Box-Supervised Infrared Small Target Detection via Physics-Inspired Soft Label Optimization

    Jul 19, 2026Xizhe Zhang, Fan Shi, Mianzhao Wang +3Soft-Label LearningInfrared Small Target Detection

    Engineering Research Center of Learning-Based Intelligent System, Ministry of Education, Tianjin University of Technology, Tianjin, 300384, China · Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, 300384, China · School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, 300384, China

  8. Data-Driven Soft Labeling Scales DNA Read Classification to Whole-Body Cell-Type Deconvolution

    Jul 6, 2026Dmytro Rizdvanetskyi, Nathan Roos, Pavlo LutsikSoft-Label LearningGenomics

    Department of Oncology KU Leuven Leuven, Belgium

  9. AI Wizards at EXIST 2026: Hierarchical Soft-Label Learning for Multimodal Sexism Identification in Memes

    Jul 5, 2026Matteo Fasulo, Antonio Gravina, Luca Tedeschini +1Soft-Label LearningHierarchical Classification

    Swiss Data Science Center, ETH Zürich, Andreasturm, Andreasstrasse 5, 8092 Zürich, Switzerland · Everest Systems GmbH, Max-Jarecki-Straße 21, 69115 Heidelberg, Germany · Villanova.ai S.P.A, Località Sa Illetta, SS 195 KM 2.3, 09123 Cagliari, Italy +1

  10. Quality and Agreement in Multilabel Emotion Annotation: A Case Study and Evaluation Framework

    Jun 19, 2026Emily Öhman, Anna KoufakouSoft-Label LearningAnnotator Disagreement

    Waseda University, Tokyo, Japan · Florida Gulf Coast University, Fort Myers FL, USA

  11. Measuring Human Value Expression in Social Media Texts: Calibrated LLM Annotation and Encoder Transfer

    Jun 9, 2026Maria Milkova, Maksim RudnevSoft-Label LearningLLM-Assisted Annotation

    Independent researcher, Lisbon, Portugal · University of Waterloo, ON, Canada

  12. Metric-Dependent Annotation Saturation for Learning from Label Distributions

    May 28, 2026Guneet KohliSoft-Label LearningAnnotator Disagreement

    Apple

  13. Uncertainty Decomposition via Cyclical SG-MCMC and Soft-label Learning for Subjective NLP

    May 23, 2026Keito Inoshita, Takato UenoSoft-Label LearningBayesian Neural Networks

    Faculty of Business and Commerce, Kansai University, Suita, Japan · Data Science and AI Innovation Research Promotion Center, Shiga University, Hikone, Japan · Graduate School of Data Science, Shiga University, Hikone, Japan

  14. An Assessment of Human vs. Model Uncertainty in Soft-Label Learning and Calibration

    May 18, 2026Maja Pavlovic, Silviu Paun, Massimo PoesioSoft-Label LearningHuman-in-the-Loop Annotation

    Queen Mary University London · Amazon · Queen Mary University London - University of Utrecht

  15. Hyperspectral Image Classification via Efficient Global Spectral Supertoken Clustering

    Apr 30, 2026Peifu Liu, Tingfa Xu, Jie Wang +3Soft-Label LearningHyperspectral Imaging

    Beijing Institute of Technology, Beijing 100081, China · Beijing Institute of Technology Chongqing Innovation Center, Chongqing 401135, China · Key Laboratory of Photoelectronic Imaging Technology and System, Ministry of Education of China, Beijing 100081, China