Dynamic Neural Networks

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 56

All topics
CardsList

  1. Growing a Neural Network in Breadth, Depth, and Time

    May 24, 2026Eivinas Butkus, Kedar Garzón Gupta, Nikolaus KriegeskorteConvolutional RNNsDynamic Neural Networks

    1Columbia University · 2NSF AI Institute for Artificial and Natural Intelligence

  2. SpikingMoE: SDPrompt-Guided Dynamic Expert Fusion in Spiking Neural Networks

    May 22, 2026Yukai Yang, Chenxi Qin, Jungang Li +3Spiking TransformersDynamic Neural Networks

    Tianjin University, Medical School, Tianjin 300072, China · Southern University of Science and Technology, Department of Computer Science and Engineering, Shenzhen, Guangdong 518055, China · Chinese Academy of Medical Sciences, Institute of Biomedical Engineering, Tianjin 300192, China

  3. Winfree Oscillatory Neural Network

    May 20, 2026Jiawen Dai, Yue SongDynamic Neural NetworksOscillatory Neural Networks

    3Shanghai Jiao Tong University · 1Shanghai Qi Zhi Institute · College of AI, Tsinghua University

  4. TIDE: Asymmetric Neural Circuits for Stabilized Temporal Inhibitory-Excitatory Dynamics

    May 19, 2026Alexander Kyuroson, Denis Kleyko, Marcus LiwickiDynamic Neural NetworksNeural Processes

    Luleå University of Technology, Luleå, Sweden · Örebro University & RISE Research Institutes of Sweden

  5. On the Stability of Growth in Structural Plasticity

    May 14, 2026Lute Lillo, Nick CheneyDynamic Neural NetworksNeural Network Training Dynamics

    University of Vermont

  6. Trajectory-Aware Adaptive Inference in Object Detection Models

    May 12, 2026Grigorios Papanikolaou, Ioannis Kontopoulos, Giannis Spiliopoulos +2Adaptive InferenceDynamic Neural Networks

    Department of Electrical and Computer Engineering, National Technical University of Athens, Greece · Department of Product and Systems Design Engineering, University of the Aegean, Syros, Greece

  7. AnyDepth-DETR/-YOLO: Any-depth object detection with a single network

    May 10, 2026Woochul Kang, Hyungseop Lee, Jiho LeeEfficient Neural Network InferenceDynamic Neural Networks

    Incheon Nat’l Univ.

  8. Amortized-Precision Quantization for Early-Exit Vision Transformers

    May 8, 2026Rui Fang, Hsi-Wen Chen, Ming-Syan ChenMixed-Precision QuantizationDynamic Neural Networks

    National Taiwan University

  9. Perceive, Route and Modulate: Dynamic Pattern Recalibration for Time Series Forecasting

    May 7, 2026Siru Zhong, Zhao Meng, Haohuan Fu +3Dynamic Neural NetworksTime Series Forecasting

    The Hong Kong University of Science and Technology (Guangzhou) · Tsinghua University · Squirrel Ai Learning

  10. Balancing Stability and Plasticity in Sequentially Trained Early-Exiting Neural Networks

    May 6, 2026Alaa Zniber, Ouassim Karrakchou, Mounir GhoghoAdaptive InferenceDynamic Neural Networks

    ⋆TICLab, International University of Rabat, Morocco · ‡ School of Electronic and Electrical Engineering, University of Leeds, UK

  11. Physics-Modeled Neural Networks

    May 5, 2026Raul Felipe-Sosa, Angel Martin del Rey, Maria Flores CeballosDynamic Neural NetworksNeural ODEs

    aDepartamento de Matemáticas, Escuela Politénica Superior, Universidad Nebrija, 28015 Madrid, Spain · bDepartment of Applied Mathematics, IUFFyM, Universidad de Salamanca, 37008 Salamanca, Spain · cUnidad de Excelencia en Luz y Materia Estructuradas (LUMES), Universidad de Salamanca, 37008 Salamanca, Spain

  12. DynaTab: Dynamic Feature Ordering as Neural Rewiring for High-Dimensional Tabular Data

    May 5, 2026Al Zadid Sultan Bin Habib, Gianfranco Doretto, Donald A. AdjerohDynamic Neural NetworksTabular ML

    Lane Department of Computer Science and Electrical Engineering, West Virginia University, Morgantown, WV 26506, USA · Scientific Computing and Imaging Institute & Department of Biomedical Informatics, The University of Utah, Salt Lake City, UT 84112, USA

  13. MPCS: Neuroplastic Continual Learning via Multi-Component Plasticity and Topology-Aware EWC

    May 4, 2026Joern HentschStability-Plasticity DilemmaDynamic Neural Networks

  14. Congestion-Aware Dynamic Axonal Delay for Spiking Neural Networks

    May 2, 2026Dewei Bai, Hongxiang Peng, Yunyun Zeng +2Dynamic Neural NetworksSpiking Neural Networks

    University of Electronic Science and Technology of China

  15. LEAP: Layer-wise Exit-Aware Pretraining for Efficient Transformer Inference

    May 1, 2026Shashank Kapadia, Deep Naryan Mishra, Sujal Reddy Alugubelli +4Efficient Transformer InferenceDynamic Neural Networks

    Walmart Inc. · Sam’s Club

  16. NORACL: Neurogenesis for Oracle-free Resource-Adaptive Continual Learning

    Apr 29, 2026Karthik Charan Raghunathan, Christian Metzner, Laura Kriener +1Stability-Plasticity DilemmaDynamic Neural Networks

    Institute of Neuroinformatics University of Zurich & ETH Zurich Zurich, Switzerland

  17. SWAN: World-Aware Adaptive Multimodal Networks for Runtime Variations

    Apr 28, 2026Jason Wu, Shir-Kang Scott Jin, Yuyang Yuan +4Efficient Multimodal InferenceDynamic Neural Networks

    University of California, Los Angeles · University of California, Riverside · U.S. Army DEVCOM Army Research Laboratory

  18. CoRE: Concept-Reasoning Expansion for Continual Brain Lesion Segmentation

    Apr 28, 2026Qianqian Chen, Anglin Liu, Jingyang Zhang +1Dynamic Neural NetworksMedical Image Segmentation

    Southeast University, Nanjing, China · The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

  19. A Comparative Analysis on the Performance of Upper Confidence Bound Algorithms in Adaptive Deep Neural Networks

    Apr 27, 2026Grigorios Papanikolaou, Ioannis Kontopoulos, Konstantinos TserpesMulti-Armed BanditsDynamic Neural Networks

    Department of Electrical and Computer Engineering National Technical University of Athens, Greece

  20. Scalable Memristive-Friendly Reservoir Computing for Time Series Classification

    Apr 21, 2026Coşku Can Horuz, Andrea Ceni, Claudio Gallicchio +1Dynamic Neural NetworksEnergy-Efficient ML

    Adaptive AI Research Group University of Lübeck, Germany · Department of Computer Science University of Pisa, Italy

  21. When Do Early-Exit Networks Generalize? A PAC-Bayesian Theory of Adaptive Depth

    Apr 17, 2026Dongxin Guo, Jikun Wu, Siu Ming YiuNeural Network GeneralizationPAC-Bayesian Generalization Bounds

    The University of Hong Kong, Hong Kong, China · Brain Investing Limited, Hong Kong, China

  22. Hardware-Algorithm Co-Optimization of Early-Exit Neural Networks for Multi-Core Edge Accelerators

    Dec 4, 2025Alaa Zniber, Arne Symons, Ouassim Karrakchou +2Efficient Neural Network InferenceDynamic Neural Networks

    TICLab, International University of Rabat, Morocco · MICAS, KU Leuven, Belgium

  23. Deep Neural Networks Inspired by Differential Equations

    Oct 9, 2025Yongshuai Liu, Lianfang Wang, Kuilin Qin +6Neural Network GeneralizationDynamic Neural Networks

    School of Mathematical Sciences, Beijing Normal University, Beijing, China · Department of Mathematics, The Chinese University of Hong Kong, Shatin, Hong Kong

  24. PERTINENCE: Input-based Opportunistic Neural Network Dynamic Execution

    Jul 2, 2025Omkar Shende, Gayathri Ananthanarayanan, Marcello TraiolaEfficient Neural Network InferenceAdaptive Inference

    Department of Computer Science and Engineering, Indian Institute of Technology Dharwad, Karnataka, India · University of Rennes, CNRS, Inria, IRISA, Rennes, France

  25. SEAL: Searching Expandable Architectures for Incremental Learning

    May 15, 2025Matteo Gambella, Manuel RoveriDynamic Neural NetworksContinual Learning

    Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy

  26. PEARL: Structural Privacy-Utility Control in Human-Centric CPS via Personalized Early-Exit Deep Reinforcement Learning

    Date pendingMojtaba Taherisadr, Salma ElmalakiRL ControlCyber-Physical Systems

    University of California, Irvine, USA