Can recurrent neural networks warp time?

23 March 2018

Papers citing "Can recurrent neural networks warp time?"

28 / 28 papers shown

Title
Rethinking Time Encoding via Learnable Transformation Functions Xi Chen Yateng Tang Jiarong Xu Jiawei Zhang Siwei Zhang Sijia Peng Xuehao Zheng Yun Xiong AI4TS 51 0 0 01 May 2025
Monocular visual simultaneous localization and mapping: (r)evolution from geometry to deep learning-based pipelines Olaya Álvarez-Tunón Yury Brodskiy Erdal Kayacan 73 6 0 04 Mar 2025
State-space models are accurate and efficient neural operators for dynamical systems Zheyuan Hu Nazanin Ahmadi Daryakenari Qianli Shen Kenji Kawaguchi George Karniadakis Mamba AI4CE 72 11 0 28 Jan 2025
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 151 0 0 28 Oct 2024
Modular Growth of Hierarchical Networks: Efficient, General, and Robust Curriculum Learning Mani Hamidi Sina Khajehabdollahi E. Giannakakis Tim Schäfer Anna Levina Charley M. Wu 38 0 0 10 Jun 2024
End-to-End Amp Modeling: From Data to Controllable Guitar Amplifier Models Lauri Juvela Eero-Pekka Damskägg Aleksi Peussa Jaakko Mäkinen Thomas W. Sherson S. I. Mimilakis Athanasios Gotsopoulos 26 11 0 13 Mar 2024
Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone Antonio Orvieto Benjamin Walker C. Salvi Terry Lyons Mamba 59 25 0 29 Feb 2024
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 43 5 0 06 Apr 2023
Time-Warping Invariant Quantum Recurrent Neural Networks via Quantum-Classical Adaptive Gating I. Nikoloska Osvaldo Simeone L. Banchi Petar Velickovic GNN 31 3 0 19 Jan 2023
Learnable Commutative Monoids for Graph Neural Networks Euan Ong Petar Velickovic 18 12 0 16 Dec 2022
Circling Back to Recurrent Models of Language Gábor Melis 37 0 0 03 Nov 2022
A Probabilistic Interpretation of Transformers Alexander Shim 38 1 0 28 Apr 2022
Task-Synchronized Recurrent Neural Networks Mantas Lukovsevivcius Arnas Uselis AI4TS 28 2 0 11 Apr 2022
Path sampling of recurrent neural networks by incorporating known physics Sun-Ting Tsai Eric C. Fields Yijia Xu En-Jui Kuo P. Tiwary AI4CE PINN 13 24 0 01 Mar 2022
Noether Networks: Meta-Learning Useful Conserved Quantities Ferran Alet Dylan D. Doblar Allan Zhou J. Tenenbaum Kenji Kawaguchi Chelsea Finn 73 26 0 06 Dec 2021
Attention to Warp: Deep Metric Learning for Multivariate Time Series Shinnosuke Matsuo Xiaomeng Wu Gantugs Atarsaikhan Akisato Kimura K. Kashino Brian Kenji Iwana S. Uchida AI4TS 26 3 0 28 Mar 2021
Recurrent neural circuits for contour detection Drew Linsley Junkyung Kim A. Ashok Thomas Serre 11 45 0 29 Oct 2020
Multi-timescale Representation Learning in LSTM Language Models Shivangi Mahto Vy A. Vo Javier S. Turek Alexander G. Huth 15 29 0 27 Sep 2020
Kernel-Based Approaches for Sequence Modeling: Connections to Neural Methods Kevin J Liang Guoyin Wang Yitong Li Ricardo Henao Lawrence Carin 27 2 0 09 Oct 2019
Neural Dynamics on Complex Networks Chengxi Zang Fei-Yue Wang AI4CE 29 68 0 18 Aug 2019
Temporal Transformer Networks: Joint Learning of Invariant and Discriminative Time Warping Suhas Lohit Qiao Wang P. Turaga ViT 11 56 0 13 Jun 2019
Disentangling neural mechanisms for perceptual grouping Junkyung Kim Drew Linsley Kalpit C. Thakkar Thomas Serre OCL 23 54 0 04 Jun 2019
Improving Minimal Gated Unit for Sequential Data Kazuki Takamura S. Yamane 14 0 0 21 May 2019
Towards Non-saturating Recurrent Units for Modelling Long-term Dependencies A. Chandar Chinnadhurai Sankar Eugene Vorontsov Samira Ebrahimi Kahou Yoshua Bengio 21 56 0 22 Jan 2019
NeuralWarp: Time-Series Similarity with Warping Networks Josif Grabocka Lars Schmidt-Thieme AI4TS 21 29 0 20 Dec 2018
Few-Shot Generalization Across Dialogue Tasks Vladimir Vlasov Akela Drissner-Schmid Alan Nichol 13 33 0 28 Nov 2018
Robust neural circuit reconstruction from serial electron microscopy with convolutional recurrent networks Drew Linsley Junkyung Kim D. Berson Thomas Serre 3DV 30 17 0 28 Nov 2018
ORGaNICs: A Theory of Working Memory in Brains and Machines D. Heeger Wayne E. Mackey 20 7 0 16 Mar 2018