From Ticks to Flows: Dynamics of Neural Reinforcement Learning in Continuous Environments.

Saket Tiwari

Saket Tiwari Tejas Kotwal George Konidaris 0001 From Ticks to Flows: Dynamics of Neural Reinforcement Learning in Continuous Environments. 2026 June abs/2606.04275 CoRR https://doi.org/10.48550/arXiv.2606.04275 db/journals/corr/corr2606.html#abs-2606-04275 streams/journals/corr

Saket Tiwari Omer Gottesman George Konidaris 0001 Geometry of Neural Reinforcement Learning in Continuous State and Action Spaces. 2025 ICLR https://openreview.net/forum?id=AP0ndQloqR conf/iclr/2025 db/conf/iclr/iclr2025.html#TiwariG025

Saket Tiwari Omer Gottesman George Konidaris 0001 Geometry of Neural Reinforcement Learning in Continuous State and Action Spaces. 2025 July abs/2507.20853 CoRR https://doi.org/10.48550/arXiv.2507.20853 db/journals/corr/corr2507.html#abs-2507-20853 streams/journals/corr

Naicheng He Kaicheng Guo Arjun Prakash Saket Tiwari Ruo Yu Tao Tyrone Serapio Amy Greenwald George Konidaris 0001 Spectral Collapse Drives Loss of Plasticity in Deep Continual Learning. 2025 September abs/2509.22335 CoRR https://doi.org/10.48550/arXiv.2509.22335 db/journals/corr/corr2509.html#abs-2509-22335 streams/journals/corr

Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold Eseoghene Ben-Iwhiwhu Andrew P. Brna Ethan Brooks Ryan C. Brown Zachary Daniels Anurag Reddy Daram Fabien Delattre Ryan Dellana Eric Eaton Haotian Fu Kristen Grauman Jesse Hostetler Shariq Iqbal Cassandra Kent Nicholas Ketz Soheil Kolouri George Konidaris 0001 Dhireesha Kudithipudi Erik G. Learned-Miller Seungwon Lee Michael Littman 0002 Sandeep Madireddy Jorge A. Mendez Eric Q. Nguyen Christine D. Piatko Praveen K. Pilly Aswin Raghavan Abrar Rahman Santhosh Kumar Ramakrishnan Neale Ratzlaff Andrea Soltoggio Peter Stone 0001 Indranil Sur Zhipeng Tang Saket Tiwari Kyle Vedder Felix Wang Zifan Xu Angel Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha A domain-agnostic approach for characterization of lifelong learning systems. 274-296 2023 March 160 Neural Networks https://doi.org/10.1016/j.neunet.2023.01.007 db/journals/nn/nn160.html#BakerNAAABBBBDDDDEFGHIKKKKKLLLMMNPPR23

Haotian Fu Shangqun Yu Saket Tiwari Michael Littman 0002 George Konidaris 0001 Meta-learning Parameterized Skills. 10461-10481 2023 ICML https://proceedings.mlr.press/v202/fu23f.html conf/icml/2023 db/conf/icml/icml2023.html#FuYTL023

Saket Tiwari George Konidaris 0001 Effects of Data Geometry in Early Deep Learning. 2023 abs/2301.00008 CoRR https://doi.org/10.48550/arXiv.2301.00008 db/journals/corr/corr2301.html#abs-2301-00008

Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold Eseoghene Ben-Iwhiwhu Andrew P. Brna Ethan Brooks Ryan C. Brown Zachary Daniels Anurag Reddy Daram Fabien Delattre Ryan Dellana Eric Eaton Haotian Fu Kristen Grauman Jesse Hostetler Shariq Iqbal Cassandra Kent Nicholas Ketz Soheil Kolouri George Dimitri Konidaris Dhireesha Kudithipudi Erik G. Learned-Miller Seungwon Lee Michael Littman 0002 Sandeep Madireddy Jorge A. Mendez Eric Q. Nguyen Christine D. Piatko Praveen K. Pilly Aswin Raghavan Abrar Rahman Santhosh Kumar Ramakrishnan Neale Ratzlaff Andrea Soltoggio Peter Stone 0001 Indranil Sur Zhipeng Tang Saket Tiwari Kyle Vedder Felix Wang Zifan Xu Angel Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems. 2023 abs/2301.07799 CoRR https://doi.org/10.48550/arXiv.2301.07799 db/journals/corr/corr2301.html#abs-2301-07799

Saket Tiwari George Konidaris 0001 Effects of Data Geometry in Early Deep Learning. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/c23f3852601f6dd7f0b39223d031806f-Abstract-Conference.html db/conf/nips/neurips2022.html#Tiwari022

Haotian Fu Shangqun Yu Saket Tiwari George Dimitri Konidaris Michael Littman 0002 Meta-Learning Transferable Parameterized Skills. 2022 abs/2206.03597 CoRR https://doi.org/10.48550/arXiv.2206.03597 db/journals/corr/corr2206.html#abs-2206-03597

Saket Tiwari Philip S. Thomas Natural Option Critic. 5175-5182 2019 AAAI https://doi.org/10.1609/aaai.v33i01.33015175 conf/aaai/2019 db/conf/aaai/aaai2019.html#TiwariT19

Saket Tiwari Philip S. Thomas Natural Option Critic. 2018 abs/1812.01488 CoRR http://arxiv.org/abs/1812.01488 db/journals/corr/corr1812.html#abs-1812-01488

Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold Megan M. Baker Eseoghene BenjaminEseoghene Ben-Iwhiwhu Andrew P. Brna Ethan Brooks Ryan C. Brown Zachary A. DanielsZachary Daniels Anurag Reddy Daram Fabien Delattre Ryan Dellana Eric Eaton Haotian Fu Omer Gottesman Kristen Grauman Amy Greenwald Kaicheng Guo Naicheng He Jesse Hostetler Shariq Iqbal Cassandra Kent Nicholas Ketz Soheil Kolouri George Dimitri KonidarisGeorge Konidaris 0001 Tejas Kotwal Dhireesha Kudithipudi Erik G. Learned-Miller Seungwon Lee Michael L. LittmanMichael Littman 0002 Sandeep Madireddy Jorge A. Mendez Alexander New Eric Q. Nguyen Christine D. Piatko Praveen K. Pilly Arjun Prakash Aswin Raghavan Abrar Rahman Santhosh K. RamakrishnanSanthosh Kumar Ramakrishnan Neale Ratzlaff Tyrone Serapio Andrea Soltoggio Peter Stone 0001 Indranil Sur Zhipeng Tang Ruo Yu Tao Philip S. Thomas Gautam K. Vallabha Kyle Vedder Felix Wang Zifan Xu Angel Yanguas-Gil Harel Yedidsion Shangqun Yu