Neural Architectures

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Neural NetworkActivation FunctionsDeep NetworkTwo-Layer Neural NetworksRectified Linear Unit NetworksNeural Tangent KernelModern Deep NetworksRectified Linear Unit

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Period ending 2026-09-21

2 new papers

A weekly snapshot of new work published in Neural Architectures.

Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Neural Architectures.

Period ending 2026-09-07

6 new papers

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123 papers

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  1. The Life of a Token: from Words to Bits on the Wire

    Sep 17, 2026Davide Avesani, Pengwenlong Gu, Sotiris Skaperas +1Large ModelsNeural Architectures

  2. Quantum-Inspired Trainable and Parameter-Efficient Tensor Networks for Image Inpainting

    Sep 15, 2026Shiwen An, Konstantinos SlavakisTensor NetworksFourier

  3. The Platonic brain bridge hypothesis: human brain networks as an architectural prior for multimodal large language models

    Sep 10, 2026Pengfei Zhang, Biao Tian, Xiangang Li +1BrainHuman Brain Networks

  4. Effects of model architecture and learning strategies on deep learning-based recognition of activated sludge microscopic images and comparison with quantitative image analysis

    Sep 8, 2026Suguru Hakoshima, Tomohiro Tobino, Fumiyuki NakajimaMicroscopyNeural Architectures

  5. IPGeoAI: Transformer-Based Geolocation with LLM Semantic Fusion

    Sep 7, 2026Avinash Kadimisetty, Andy Jinqing Yu, Philip Favaloro +2Image GeolocalizationGeometry-Aware Foundation Model

  6. Latent unified smooth Hamiltonians for excited state chemistry

    Sep 1, 2026David Juergens, Martin Stöhr, Andreas E. Hillers-Bendtsen +2Computational ChemistryMolecular Dynamics

  7. Are You Thinking What I am Thinking? : Examining Conceptual Separation in Neural Architectures

    Sep 1, 2026Jaee Ponde, Roshni Agarwal, Subhashis BanerjeeNeural ArchitecturesSemantic Representations

  8. Context Window Failures in Relational Foundation Models

    Aug 31, 2026Denis Oliveira Correa, Francisco Galuppo AzevedoRelationalTabular Foundation Models

  9. State of Health Estimation using Convolutional and Bidirectional LSTM Neural Networks tuned by Bayesian Optimization

    Aug 31, 2026Panagiotis Eleftheriadis, Foivos Georgios Kyrgios, Sonia LevaBidirectional Long Short-Term MemoryNeural Architectures

  10. TPR-Attention for Combinatorial Generalization

    Aug 31, 2026Melisa Civelekoğlu, Isabeau Prémont-SchwarzNeural ArchitecturesInductive Bias

  11. Neuroevolution Arena: Nested Ecological Evaluation of Update-and-Inheritance Regimes across Neural Architectures

    Aug 10, 2026Yuxu Ge, Yifei ChengNeural Architecture SearchNeural Cellular Automata

  12. Tools to Explain Neural Networks for Power System Dynamics

    Aug 8, 2026Petros Ellinas, Johanna Vorwerk, Spyros ChatzivasileiadisPower SystemsNeural Network

  13. NISF++: Geometrically-grounded implicit representations of 3D+time cardiac function from 2D short- and long-axis MR views

    Aug 1, 2026Nil Stolt-Ansó, Maik Dannecker, Steven Jia +2Cardiac Magnetic Resonance ImagingWhole-Heart Segmentation

  14. A Unified Benchmark of Deep Learning Models for Multi-task 3D Brain Tumor Segmentation from Magnetic Resonance Imaging

    Jul 30, 2026Diego J. Torrejón, Luna Y. Hernández, Javier SánchezBrain Tumor SegmentationMagnetic Resonance Imaging

  15. Trainable Nonexpansive Denoisers for Contractive Image Reconstruction

    Jul 25, 2026Arghya Sinha, Aditya Banerjee, Trishit Mukherjee +1Image DenoisingImage Reconstruction

  16. Indexing: the Beginning and the End

    Jul 24, 2026Alexander Kozachinskiy, Vicente Opazo, Felipe UrrutiaNeural ArchitecturesInformation Bottleneck

  17. CARDIAG: A Dense Segment Classification Benchmark of Deep Learning Architectures for Coronary Angiography

    Jul 24, 2026Dominik Bernard Lau, Hubert Malinowski, Jerzy Szyjut +5Coronary AngiographyCongenital Heart Disease

  18. The Giant Hippocampus: From Structural Monoculture to a System of Systems

    Jul 22, 2026Jaeho SeolHuman Visual CortexNeural Architectures

  19. Benchmarking Deep Learning Approaches for AEC Engineering Drawing Layout Detection and Information Extraction

    Jul 21, 2026Tianyang Huang, Alessio Lombardi, Ahmed Elnagar +7Neural ArchitecturesDeep Learning

  20. Planning as Emergent Behavior in Reinforcement Learning with Relational Hidden States

    Jul 20, 2026Armin SommerModel-Free Reinforcement LearningClassical Planning

  21. Now We Know? A Systematic Comparison of TerraMind and THOR

    Jul 20, 2026Frederick Schindlegger, Kenzo Bounegta, Eva Gmelich Meijling +5Geospatial Foundation ModelsWireless Foundation Models

  22. All you need is SAMPAT

    Jul 10, 2026Jayadeva, Madhur AswaniModel InterpretabilityNeural Architectures

  23. An optimal control approach for neural network architecture adaptation with a posteriori error estimation

    Jul 8, 2026C G Krishnanunni, Thomas Scott, Tan Bui-ThanhNeural-Network ApproximationNeural Network Optimization

  24. Drift Happens: An Empirical Study of Neural Architecture Robustness to Temporal Distribution Shift

    Jul 7, 2026Robin Holzinger, Riccardo CollettiNeural ArchitecturesConvolutional Neural Networks

  25. Scaffolding the Strategist: Architecture-Dependent Reasoning Interventions in Hotelling Spatial Markets

    Jul 3, 2026Pratyush SinghLarge Reasoning ModelsEconomies

  26. Cascaded Multi-Granularity Pruning for On-Device LLM Inference in Industrial IoT

    Jun 25, 2026Jinghan Wang, Yanjun Chen, Wei Zhang +3Heterogeneous Pruning ScoresLLM Inference Efficiency

  27. The Role of Input Dimensionality in the Emergence and Targeted Control of Adversarial Examples

    Jun 24, 2026Nasrin Malekzadeh Goradel, Niccolo Pancino, Yaser Gholizade Atani +3Adversarial ExamplesIntrinsic Dimensionality

  28. End-to-End Radar and Communication Modulation Recognition with Neuromorphic Computing

    Jun 23, 2026Xiaohu Li, Chongxiao Qu, Caiyong Lin +2Neuromorphic HardwareAutomatic Modulation Classification

  29. Convergence of Gradient Descent for General Neural Network Architectures Beyond the NTK Regime

    Jun 22, 2026Yuqing WangNeural Tangent KernelGradient Descent

  30. Exposing the Illusion of Erasure in Knowledge Editing for LLMs

    Jun 22, 2026Advik Raj Basani, Anshuman ChhabraMultimodal Knowledge EditingConcept Erasure

  31. LSTM Variants for Chaotic Dynamical Systems: An Empirical Study on the Lorenz Attractor

    Jun 21, 2026Ruslan GokhmanBidirectional Long Short-Term MemoryChaos

  32. Breaking chains with trees: Deep learning with O(log⁡N)\mathcal{O}(\log N) parallel time complexity

    Jun 19, 2026Neeraj Mohan Sushma, Aditya Nagarsekar, Cabrel Teguemne Fokam +4BackpropagationNeural Architectures

  33. Understanding Key Features of Time Series Foundation Models from Epidemic Forecasting

    Jun 17, 2026Alireza Jafari, Judy Fox, Geoffrey C. Fox +2Time Series Foundation ModelsEpidemic Forecasting

  34. Explicit Interaction Architectures for Dynamical Learning: A Controlled Study of Structural Inductive Bias

    Jun 17, 2026Augusto SartiQualitative DynamicsLearning Dynamics

  35. Leveraging Energy Features for Surface Classification with Deep Learning: A Comparative Analysis Across Three Independent Datasets

    Jun 17, 2026Alexander Belyaev, Oleg KushnarevDeep LearningEnergy Resources

  36. Looped World Models

    Jun 16, 2026Hongyuan Adam Lu, Z. L. Victor Wei, Qun Zhang +28World ModelsNeural Architectures

  37. Neural Network Implementation of the Renormalization Group for Fault Diagnosis with Class Imbalance

    Jun 16, 2026Evgeny Nikulchev, Dmitry IlinRenormalization GroupClass Imbalance

  38. Why SWAVE May Not Be All You Need:A Concept-Evolution Retrospective on Complex-Valued Recurrent Language Models

    Jun 16, 2026Ramprasath Ganesaraja, Swathika N, Sahil Dilip PanseRecurrent ModelNeural Architectures

  39. Conservation Laws for Modern Neural Architectures

    Jun 16, 2026Viet-Hoang Tran, Vinh Khanh Bui, Tan Lai Ngoc +3Gradient FlowOver-Parameterized Neural Networks

  40. Surpassing Scale by Efficiency: A Compact 135M Parameter Foundational LLM Natively Adapted for the Bangla Language

    Jun 15, 2026Rabindra Nath NandiBanglaSmall Language Models

  41. The Third Challenge on Image Denoising at NTIRE 2026: Methods and Results

    Jun 14, 2026Lei Sun, Hang Guo, Bin Ren +6Image RestorationImage Denoising

  42. The Information-Theoretic Benefit of Shared Representations under Orthogonality Constraints

    Jun 14, 2026Thomas Dittrich, Oliver Potocki, Philipp GrohsNeural-Network ApproximationInformation-Theoretic Limits

  43. Rethinking the Role of Efficient Attention in Hybrid Architectures

    Jun 13, 2026Ziqing Qiao, Yinuo Xu, Chaojun Xiao +6Sliding-Window AttentionEfficient Long-Context Inference

  44. A Comparative Study of Deep Learning Architectures for Multi-Horizon Behavioural Forecasting for Mobile Health

    Jun 12, 2026Pavlos Nicolaou, Kleanthis Malialis, Artemis Kontou +1Wearable DevicesDeep Learning

  45. On-Device Neural Architecture Search

    Jun 12, 2026Andrea Mattia Garavagno, Edoardo Ragusa, Paolo Gastaldo +2Neural Architecture SearchNeural Architectures

  46. Neural Architectures as Functional Priors in Physics-Informed Control Problems

    Jun 11, 2026Sonia Rubio Herranz, Fernando Carlos López Hernández, Antonio López MontesNeural ControlConventional Physics-Informed Neural Networks

  47. On Subquadratic Architectures: From Applications to Principles

    Jun 10, 2026Anamaria-Roberta Hartl, Levente Zólyomi, David Stap +6Sequence ModelingNeural Architectures

  48. StanceNakba Shared Task: Actor and Topic-Aware Stance Detection in Public Discourse

    Jun 10, 2026Kholoud K. Aldous, Md Rafiul Biswas, Mabrouka Bessghaier +3Tweet-Level Stance DetectionSentiment Analysis

  49. Family-Aware Residual Architecture for Predicting Quantum Circuit Simulation Performance

    Jun 10, 2026Honjar Xing, Yehong Jiang, Xianbang Wang +2Quantum Circuit SimulationTensor Networks

  50. A Universal Dense Football Event Representation Based on TabTransformer

    Jun 8, 2026Weiran Yang, Daniel Memmert, Maximilian Klemp-WeinsSpatio-Temporal TransformersNeural Architectures

  51. EditSSC: Toward Editable Semantic Occupancy Scenes with Unconditional Diffusion Models

    Jun 8, 2026Fatima Balde, Raoul de Charette, Alexandre Boulch3D ScenesDiffusion Editing

  52. EinSort: Sorting is All We Need for Tensorizing LLM

    Jun 7, 2026Toshiaki Koike-Akino, Jing Liu, Ye WangTensor NetworksLow-Rank Factorization

  53. Enhancing AI Interpretability and Safety through Localised Architectures

    Jun 6, 2026Ian Seet, Jonas Bozenhard, Simon OstermannModel InterpretabilityNeural Architectures

  54. Architecture Shapes Transfer Specificity in Implicit Neural Representations

    Jun 5, 2026D Yang EngImplicit Neural RepresentationsNeural Architectures

  55. Formal Concept Lattices are Good Semantic Scaffolds for Concept-Based Learning

    Jun 3, 2026Deepika SN Vemuri, Sayanta Adhikari, Ankit Saha +2Neural ArchitecturesHierarchical

  56. Seq103: A Unified Neuroevolution Framework for Compact Sequence Architecture Discovery

    Jun 3, 2026Wenxiao Li, Yongjian Liu, Qing XieNeural ArchitecturesSequence Modeling

  57. LDARNet: DNA Adaptive Representation Network with Learnable Tokenization for Genomic Modeling

    Jun 3, 2026Daria Ledneva, Denis KuznetsovGenomicsWireless Foundation Models

  58. Ablating Archetypes: The Stability of Archetypal SAEs is an Artifact of Initialization and Metric Design

    Jun 1, 2026Michał Brzozowski, Neo Christopher ChungImproving Sparse AutoencodersUnsupervised Dictionary Learning

  59. Attention mechanisms and transfer learning for robust peach leaf damage classification under domain shift

    Jun 1, 2026Adrián Cánovas-Rodriguez, Miguel A. González-Illán, Maria Fernanda García-Cruz +5Tomato DiseasesImage Classification

  60. Identifying Explicit Parsimonious Piece-wise Polynomial Relationships in Industrial time-series: Application to manipulator robots

    May 27, 2026Mazen Alamir, Sacha ClavelSystem IdentificationRobotic Arms