Multi--Task Learning

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32 papers in the last four weeks, up 300% on the four weeks before. 0.3% of all new papers.

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  1. Learning Pareto Stationary Fronts via Single-Pass Backpropagation

    Oct 5, 2026Elina Rojin Celik, Marcos Medeiros Raimundo, Isabel ValeraMulti--Task LearningNeural Network Optimization

    Department of Computer Science Saarland University, Germany · Instituto de Computação Universidade Estadual de Campinas, Brazil

  2. Mixture-Trained Merging for Unified Multi-Objective Models

    Oct 1, 2026SeongHyeon Kim, Chaeyun Jang, Seungyoo Lee +4Continual Model MergingMulti--Task Learning

    KAIST · Kakao

  3. Reliability-aware short-term roll prediction for unmanned surface vehicles via multi-task learning and adaptive centralization

    Oct 1, 2026Kaizhen Li, Xi Zhou, Zihao Wang +3Autonomous Underwater VehiclesMulti--Task Learning

    School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, 200444, China · Shanghai Artificial Intelligence Laboratory, Shanghai, 200032, China · Institute of Artificial Intelligence, Shanghai University, Shanghai, 200444, China

  4. From Task Mixtures to Specialized Experts

    Sep 30, 2026Hojat Allah Salehi, Mehrdad Mahdavi, Andrew Arash Mahyari +1Federated LearningHeterogeneity

    Florida International University, Miami, FL, USA · Security, Optimization, and Learning for InterDependent networks laboratory (solid lab), Miami, FL, USA · The Pennsylvania State University, University Park, PA, USA +1

  5. Score the Update, Not the Token: Descent-Aligned Routing for Combinatorial LoRA Experts

    Sep 30, 2026Priya Nair, Lukas Brenner, Maya Lindqvist +5ExpertsMulti--Task Learning

    University of California, Irvine · University of Washington

  6. Disentangling Computation in Multi-Task Neural Networks with the Green's Operator

    Sep 30, 2026James HazeldenRecurrent Neural NetworksNeural Operators

    Applied Mathematics, University of Washington · The Allen Institute Seattle, WA, USA

  7. Orthogonal Yet Coupled: Decoupling Geometric Components for Model Merging

    Sep 29, 2026Zijing Wang, Yongkang Liu, Mingyang Wang +8Continual Model MergingMulti--Task Learning

    Northeastern University, China · CIS, LMU Munich, Germany · Munich Center for Machine Learning (MCML), Germany +1

  8. Multi-task learning for the automatic grading of enlarged perivascular space burden using MRI

    Sep 29, 2026Jesse Phitidis, William N. Whiteley, Joanna M. Wardlaw +11Vessel SegmentationMagnetic Resonance Imaging

    Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK · Canon Medical Research Europe, Edinburgh, UK · UK Dementia Research Institute, Centre at The University of Edinburgh, Edinburgh, UK +5

  9. UniAfford: Token-Routed Multitask Learning for Generalizable 2D-3D Affordance Perception

    Sep 29, 2026Yuhao Liu, Yiming Zhong, Hanqing Wang +9Semantic-Affordance InferenceMulti--Task Learning

    ShanghaiTech University · Shandong University · HKUST(GZ) +3

  10. Encoder-Sharing Hierarchical Federated Multi-Task Learning for VANETs

    Sep 28, 2026M. Saeid HaghighiFard, Sinem ColeriHeterogeneous Federated LearningFederated Learning

    Department of Electrical and Electronics Engineering, Koc¸ University, Istanbul, Türkiye

  11. AHMAD: Adaptive Hybrid Multi-task Vision Learning with Assisted Distillation for Keypoint Detection

    Sep 28, 2026Mohammad Mahdi, Nedyalko Prisadnikov, Yuqian Fu +3Multi--Task LearningKeypoint Detection

    INSAIT, Sofia University “St. Kliment Ohridski”

  12. Multi-Task Learning of Conditional Mean Operators: applications to dynamical systems and uncertainty quantification

    Sep 28, 2026Sami Chemlal, Thibaut Germain, Rémi Flamary +2Uncertainty QuantificationConditional Distribution

    CMAP, Ecole Polytechnique · University of Novi Sad

  13. 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

    School of Health and Rehabilitation Sciences, The University of Queensland, QLD 4072, Australia · Department of Information and Communication Technology, Mawlana Bhashani Science and Technology University, Tangail 1902, Bangladesh

  14. Multi-Task Learning by using Contextualized Word Representations for Syntactic Parsing of a Morphologically Rich Language

    Sep 24, 2026Toqeer Ehsan, Miriam Butt, Sarmad Hussain +2UrduSyntactic Structure

    Reliable Intelligence Team, VTT Technical Research Centre of Finland Ltd., 02150 Espoo, Finland. · Department of Linguistics, University of Konstanz, 78464 Konstanz, Germany. · Center for Language Engineering, Al-Khawarizmi Institute of Computer Science, University of Engineering and Technology, 54890 Lahore, Pakistan. +2

  15. TTLab at StanceEval-2026: A Cloze-Style Prompting Approach for Arabic-Language Stance Detection (CLASP-Ar)

    Sep 24, 2026Bhuvanesh Verma, Ali Abusaleh, Alexander MehlerCross-Topic Arabic Stance DetectionNatural Language Processing

    Text Technology Lab (TTLab), Goethe University Frankfurt

  16. Learned Cross-Task Relationships in Multi-Task Models

    Sep 23, 2026Victor Zhang, Yiping Yuan, Florian Raudies +4Multi--Task LearningTransfer Learning

    Google San Bruno, CA, USA

  17. GeoNLI - A Natural Language Interpreter for Satellite Imagery

    Sep 23, 2026Ashutosh Gandhe, Anupam Rawat, Geet Sethi +5Remote SensingSatellite Imagery

    Indian Institute of Technology, Bombay

  18. Integrating Local Detail and Global Context: A Dual-Input Multi-Task Learning Framework for Bone Tumor Diagnosis

    Sep 23, 2026S. M. Nasif Uddin, Rusab Sarmun, Muhammad E. H. Chowdhury +3LesionTumor

    Department of Electrical and Electronic Engineering, Ahsanullah University of Science and Technology, Bangladesh · Department of Electrical and Electronic Engineering, University of Dhaka, Bangladesh · Department of Electrical Engineering, Qatar University, Doha 2713, Doha, Qatar +1

  19. CasCVS-Net: A Staged Multi-Task Cascade for Critical View of Safety Assessment

    Sep 23, 2026Bock-Zien Toh, Yuanchuan Ren, Tay Aw Yu +3ColonoscopyComputer Vision

    Department of Computer Science, University College London, London, UK · UCL Hawkes Institute, University College London, UK

  20. Can One Adapted Model Do It All? Fine-Tuning Strategy Selection for Customer Support LLMs

    Sep 23, 2026Md Tahmid Rahman Laskar, Xue-Yong Fu, Shashi Bhushan TNParameter-Efficient AdaptationMulti--Task Learning

    Dialpad Inc.

  21. In-Context Guidance: Learning Inter-Task Synergies via Numerical Foundational Models for Few-Shot Multitask Optimization

    Sep 22, 2026Tingyang Wei, Haofeng Wu, Jiao Liu +3Multi--Task LearningMulti-Objective Optimization

    College of Computing and Data Science, Nanyang Technological University, Singapore · Institute of Advanced Intelligence and Computing, Agency for Science, Technology and Research, Singapore · Singapore Institute of Manufacturing Technology (SIMTech), Agency for Science, Technology and Research, Singapore +1

  22. FedMust: Semi-supervised Multi-task Student-Teacher Federated Learning for Multi-organ CT Segmentation

    Sep 21, 2026Ashkan Moradi, Bendik Skarre Abrahamsen, Mattijs ElschotSemi-Supervised Medical Image SegmentationMulti Organ Computed Tomography Segmentation

    Department of Circulation and Medical Imaging, Norwegian University of Science and Technology, Trondheim, Norway · Central Staff at St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway

  23. Beyond Uniform Subspaces: Spectrum-Aware and Depth-Adaptive Fusion for Multi-Task Model Merging

    Sep 21, 2026Ruxi Gu, Zilei Wang, Wei WangContinual Model MergingMulti--Task Learning

    Department of Automation, University of Science and Technology of China · State Key Laboratory of General Artificial Intelligence, BIGAI · School of Computer and Communication Engineering, University of Science and Technology Beijing

  24. Not All Task Vectors Need Equal Rank: Energy-Proportional Allocation for Model Merging

    Sep 21, 2026Hyunjoong Cho, Jinhyeok JangContinual Model MergingMulti--Task Learning

    LG CNS · ETRI · UST

  25. CE4^4L: Continual Ego, Exo, and Ego-Exo Learning

    Sep 20, 2026Hongwei Yan, Kanglei Zhou, Yuchen Liu +3Replay-Based Continual LearningContinual Learning

    School of Life Sciences, IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing, China · Tsinghua-Peking Center for Life Sciences · Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, China +2

  26. Compositional Reasoning in Language Models under Reinforcement Learning Post-Training

    Sep 16, 2026Yu He, Yingxi Li, Yifei Wang +1Compositional GeneralizationReinforcement Learning Post-Training

    Stanford University · Amazon AGI Labs

  27. Learning Options for Compositional Motor Control with Adapter Banks

    Sep 15, 2026Sreejan Kumar, Marcelo Mattar, Lea DunckerSensorimotor ExperienceLearn

    Columbia University · New York University

  28. A Unified Vision-Language Model for PSMA PET/CT Report Generation, Visual Question Answering, and Lesion Segmentation

    Sep 14, 2026Yang Xing, Jiong Wu, Savas Ozdemir +11Lesion SegmentationMedical Vision-Language Models

    1J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL, USA · Department of Radiology, University of Florida, Jacksonville, FL, USA · Department of Applied Mathematics & Statistics, Stony Brook University, Stony Brook, NY, USA +3

  29. Robust Multi-Model Fitting through Learning Neighbor Regions

    Sep 14, 2026Chang Nie, Guangming Wang, Zhe Liu +1Multi--Task LearningCoarse-To-Fine

    School of Automation and Intelligent Sensing, Shanghai Jiao Tong University and Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai 200240, China · Department of Engineering, Cambridge University, Cambridge CB2 1TN, UK

  30. SIMS: Scale-Invariant Merit-Function-Based Scalarization for Multi-Task Learning

    Sep 14, 2026Zebin Chen, Fei Xing, Yang Chen +4Multi--Task LearningMulti-Objective Optimization

    Southern University of Science and Technology Shenzhen, China · City University of Hong Kong Hong Kong SAR, China · Shanxi University Taiyuan, China

  31. KAD-Net: Kinematics-Aware Decoupled Learning for Robust 3D Hand Pose Estimation from a Single Depth Image

    Sep 14, 2026Jun Lu, Zhenming Chen, Lin Chen +33D HandUncertain Joint Stiffness

    College of Intelligence and Computing, Tianjin University, Tianjin, China. · National Center for Applied Mathematics in Chongqing, Chongqing Normal University, Chongqing, China. · State Key Laboratory of Intelligent Vehicle Safety Technology, Chongqing Chang’an Automobile Co., Ltd., Chongqing, China.

  32. ExpertHTR: Unified Handwritten Text Recognition with Multi-Task Learning and Sparse Mixture-of-Experts

    Sep 14, 2026Dang Hoai Nam, Nguyen Duy Hieu, Quang Huu Hieu +1Handwritten Text RecognitionHandwriting

    University of Information Technology, Ho Chi Minh City, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam · AJ Technologies, Nagoya, Japan +1

  33. Multi-Task Learning for Sparsely-Labeled Time Series: A Case Study on Cold-Hardiness Modeling

    Sep 8, 2026Aseem Saxena, Paola Pesántez-Cabrera, Markus Keller +1Multi--Task LearningTime Series

    School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, 97331, OR, USA. · School of Electrical Engineering and Computer Science, Washington State University, Pullman, 99163, WA, USA. · Irrigated Agriculture Research and Extension Center, Washington State University, Prosser, 99350, WA, USA.

  34. Cooperative Multi-Task Semantic Communication for Joint Classification and Regression Tasks

    Sep 3, 2026Ahmad Halimi Razlighi, Mohammad Siddiqur Rahman, Maximilian H. V. Tillmann +2Multi--Task LearningSemantic Communications

    Department of Communications Engineering, University of Bremen, Germany

  35. MUGEN: Generating Unlearnable Graph Examples for Multiple Learning Tasks

    Sep 1, 2026Ziyan Liu, Chengshuai Zhao, Huan LiuUnlearnable ExamplesGraph Representation Learning

    Harrisburg University of Science and Technology Harrisburg, Pennsylvania, USA · Arizona State University Tempe, Arizona, USA

  36. TEMPO: Temporally-grounded Multi-task Post-training for Large Audio-Language Models

    Aug 30, 2026Apoorva Kulkarni, Kaousheik Jayakumar, Sreyan Ghosh +3Large Audio Language ModelsNeural Audio

    University of Maryland, College Park, USA · CNH Industrial India

  37. HiVe: Beyond Static Prompts for Multitask Learning via Hierarchy-based Vertical Mixture-of-Experts

    Aug 30, 2026Hyeonjik Bae, Minyeol Kim, Susik YoonSoft Prompt TuningAutomatic Prompt Optimization

    Computer Science and Engineering Korea University, Seoul, Korea

  38. DeMMO: Longitudinal and Cross-Disease Modelling of Digital Mobility Outcomes via Multi-Task Learning

    Aug 25, 2026Menghui Zhou, Zhipeng Yuan, Vitaveska Lanfranchi +1Readmission PredictionMobility

    School of Computer Science, University of Sheffield, Sheffield, United Kingdom

  39. CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation

    Aug 13, 2026Yuchen Liu, Zongzhen Yang, Binhang Qi +2Continual Model MergingMulti--Task Learning

    State Key Laboratory of Complex & Critical Software Environment (CCSE), Beihang University, Beijing, China · Hangzhou Innovation Institute of Beihang University, Hangzhou, China · National University of Singapore, Singapore

  40. MOON: Multi-Objective OrthoNormalized Updates for Multitask Learning

    Aug 12, 2026Shiji Zhou, Kunlin Lyu, Lei Zhang +2Multi--Task LearningMulti-Objective Optimization

    Institute of Artificial Intelligence, Beihang University · Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University · Beijing Academy of Artificial Intelligence (BAAI) +1

  41. HyperFix: Combinatorial Nonlinear Correction for Task Vector Merging

    Aug 11, 2026Hyo Seo Kim, Ren WangContinual Model MergingMulti--Task Learning

    Illinois Institute of Technology

  42. DoGMA: A Central-Dogma-Guided Foundation Model for Multi-Omics Alignment and Multi-Task Learning in Oncology

    Aug 8, 2026Junfei Ling, Bangzheng Pu, Bingsen Xue +3Multi-Omic IntegrationMultidisciplinary Tumor Boards

    Institute of Medical Robotics, Shanghai Jiao Tong University · Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai 200240, China · Institute of Data Science, The University of Hong Kong +1

  43. Compositional Cross-Modality Translation via Whole-Volume Multitask Latent Flow Matching

    Aug 8, 2026Daniele Molino, Alessio Zoboli, Camillo Maria Caruso +2Cross-ModalityConditional Variational Autoencoder

    Unit of Artificial Intelligence and Computer Systems, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy · UniCamillus – Saint Camillus International University of Health Sciences, Rome, Italy · Department of Diagnostics and Intervention, Biomedical Engineering and Radiation Physics, Umeå University, Umeå, Sweden

  44. Hierarchical Multi-Task Federated Learning in VANETs

    Aug 8, 2026M. Saeid HaghighiFard, Sinem ColeriHeterogeneous Federated LearningFederated Learning

    Department of Electrical and Electronics Engineering, Koc University, Istanbul, Turkey

  45. Beyond Full-Model Rollback: AuroSFT for Adapter-State Multi-Task Fine-Tuning

    Aug 5, 2026Yue Han, Ziniu LiuMulti--Task LearningModel Fine-Tuning

    College of Systems Engineering, National University of Defense Technology · College of Computer Science and Technology, National University of Defense Technology

  46. Attention-based representations for multi-task computation

    Aug 4, 2026Daniel Hsu, Mingyue XuMulti-Head AttentionMulti--Task Learning

    Columbia University · Purdue University

  47. SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs

    Aug 4, 2026Kejian Zhu, Zhuoran Jin, Shangqing Tu +5Multi-Turn Reinforcement LearningMulti--Task Learning

    The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China · Tsinghua University, Beijing, China

  48. Learning Latent Reasoning Traces for Scalar Reward Models End-to-End

    Jul 31, 2026Sanwoo Lee, Clive Bai, Hsiu-Yuan Huang +3Reward FunctionsEfficient Latent Reasoning

    National Key Laboratory for Multimedia Information Processing, Peking University · School of Computer Science, Peking University · LLM Department, Tencent

  49. SEDR-Seq2P: A Lightweight Dilated Residual Sequence-to-Point Network for Multi-Task Industrial NILM

    Jul 30, 2026Hatem Haddad, Feres Jerbi, Issam SmaaliResidual NetworksMulti--Task Learning

    Wattnow Tunis, Tunisia

  50. SymNet: A Multi-Task Network for Joint Radio Map Reconstruction and Transmitter Localization

    Jul 30, 2026Lyuzhou Ye, Thanh Dat Le, Yan HuangRadio Map EstimationMulti--Task Learning

    University of North Texas 1155 Union Circle Denton, Texas

  51. Towards Grounded GI Endoscopy VQA via Multi-Task Learning on Small VLMs

    Jul 29, 2026Itbaan Safwan, Ramail Khan, Muhammad Annas Shaikh +1ColonoscopyRecent Vision-Language Models

    Institute of Business and Administration, Karachi, Pakistan

  52. Temporally Centered SIGReg Improves Multi-Task LeWorldModel Learning: From Analysis to Method

    Jul 29, 2026Chang Liu, Fei Suo, Yanzhou Jin +3Multi--Task LearningLatent World Models

    Graduate School of Engineering, The University of Tokyo, Tokyo, Japan

  53. WALoMA: A Multitask Wireless Foundation Model via Adaptive Low-Rank Masked Autoencoders

    Jul 28, 2026Madi Makin, Asmaa Abdallah, Abdulkadir Celik +1Wireless Foundation ModelsMulti--Task Learning

    Computer, Electrical, and Mathematical Sciences & Engineering (CEMSE) Division at King Abdullah University of Science and Technology (KAUST), Thuwal, KSA 23955-6900 · School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, U.K.

  54. Sparse by Command: Task-Conditional Compute Skipping for Multi-Task Inference Accelerators

    Jul 24, 2026Afzal Ahmad, Gaoyu Mao, Shoubo Hu +4Fast InferenceSparsity

    The Hong Kong University of Science and Technology · Huawei Noah’s Ark Lab · The Hong Kong University of Science and Technology (Guangzhou)

  55. Dementia Etiology Diagnosis via Collaborative Meta Knowledge Enhancement

    Jul 24, 2026Siyuan Du, Mengxi Chen, Xinyang Jiang +6AlzheimerMultimodal Clinical Data

    School of Computer Science, Fudan University · Cooperative Medianet Innovation Center, Shanghai Jiao Tong University · Microsoft Research Asia, Shanghai, China +1

  56. Semantic-Aware Task Clustering for Constructive and Cooperative Multi-Tasking

    Jul 23, 2026Ahmad Halimi Razlighi, Maximilian H. V. Tillmann, Edgar Beck +2Semantic CommunicationsMulti--Task Learning

    Department of Communications Engineering, University of Bremen, Germany · Communication Systems Group, Paderborn University, 33098 Paderborn, Germany

  57. Multi-Task Learning for Heterogeneous Prediction from Video Game State with Transfer Learning

    Jul 23, 2026Jonas Peché, Aliaksei Tsishurou, Alexander Zap +1Multi--Task LearningTransfer Learning

    Computer Graphics Johannes Kepler University Linz Linz, Austria · Independent Researcher Wroclaw, Poland · DS Research Wargaming Berlin, Germany

  58. Hierarchical Wireless Foundation Model for Multi-Task Optimization

    Jul 18, 2026Yangjing Wang, Ouya Wang, Shenglong Zhou +1Wireless CommunicationsMulti--Task Learning

    Department of Electrical and Electronic Engineering, Faculty of Engineering, Imperial College London, SW7 2BX London, U.K. · School of Mathematics and Statistics, Beijing Jiaotong University, China

  59. Cascading versus Joint Modeling for Hierarchical Offensive Language Detection

    Jul 18, 2026Ruixing Ren, Junhui Zhao, Xiaoke SunMultilingual Language ModelsMulti--Task Learning

    School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China · National Computer Network Emergency Response Technical Team/Coordination Center of China (CNCERT/CC), Beijing 100029, China

  60. Hybrid Machine Learning for Articulation Angle Estimation of Truck-Semitrailer Combinations

    Jul 18, 2026Qixuan Zhang, Jonas Boettcher, Simon F. G. Ehlers +1Multi-Object TrackingVehicle Dynamics

    ZF CV Systems GmbH, D-30453 Hannover, Germany · Leibniz University Hannover, Institute of Mechatronic Systems, D-30823 Garbsen, Germany