KR
Kanaka Rajan
q-bio.NCneurosciencecs.LGcs.AIphysics.bio-phcond-mat.dis-nncs.NEModels, NeurologicalNeural Networks, ComputerNeurons
On Valency
published · living versionsW_naq97sba·v1 · currentpublished
Stimulus-Dependent Suppression of Chaos in Recurrent Neural Networks
with L F Abbott, Haim Sompolinsky
1 version
Preprints & journals
72 papers in the corpus · 2005–2026How to study the neural mechanisms of multiple tasks.32490053 · Yang, Guangyu Robert, Cole, Michael W, Rajan, Kanaka2026 · 64 citationsCurrent opinion in behavioral sciences. 2019;29:134-143
InputDSA : Demixing then comparing recurrent and externally driven dynamics.42583370 · Huang, Ann, Ostrow, Mitchell, Singh, Satpreet H et al.2026 · 0 citations... International Conference on Learning Representations. 2026;2026:55010-55053
Solvable models of learning to pursue a moving target.42730091 · Vastola, John J, Rajan, Kanaka2026 · 0 citationsReinforcement learning journal. 2026;7
Measuring and Controlling Solution Degeneracy across Task-Trained Recurrent Neural Networks.42111901 · Huang, Ann, Singh, Satpreet H, Martinelli, Flavio et al.2026 · 1 citationAdvances in neural information processing systems. 2025;38:105259-105304
Deep RL Needs Deep Behavior Analysis: Exploring Implicit Planning by Model-Free Agents in Open-Ended Environments.42111902 · Simmons-Edler, Riley, Badman, Ryan P, Berg, Felix Baastad et al.2026 · 0 citationsAdvances in neural information processing systems. 2025;38:81066-81113
Gradient Descent as Loss Landscape Navigation: a Normative Framework for Deriving Learning Rules.42111904 · Vastola, John J, Gershman, Samuel J, Rajan, Kanaka2026 · 0 citationsAdvances in neural information processing systems. 2025;38:119609-119650
POCO: Scalable Neural Forecasting through Population Conditioning.42111903 · Duan, Yu, Chaudhry, Hamza Tahir, Ahrens, Misha B et al.2026 · 0 citationsAdvances in neural information processing systems. 2025;38:23631-23669
Changing minds: How AI is transforming the life sciences.42753695 · Koller, Daphne, Lu, Peilong, Cantini, Laura et al.2026 · 0 citationsCell. 2026;189(19):5909-5913
Inferring brain-wide interactions using data-constrained recurrent neural network models.42567158 · Perich, Matthew G, Arlt, Charlotte, Soares, Sofia et al.2026 · 68 citationsNeuron. 2026
Representations of the intrinsic value of information in mouse orbitofrontal cortex.42533133 · Bussell, Jennifer J, Badman, Ryan P, Márton, David et al.2026 · 0 citationsNature neuroscience. 2026;29(9):2261-2272
InputDSA : Demixing then comparing recurrent and externally driven dynamics.41281235 · Huang, Ann, Ostrow, Mitchell, Singh, Satpreet H et al.2026 · 0 citationsArXiv. 2025
Implications of hierarchical Markov models of behavior: on irreversibility, predictability, and dimensionality.42328288 · Vastola, John J, Rajan, Kanaka2026 · 0 citationsArXiv. 2026
Implications of hierarchical Markov models of behavior: on irreversibility, predictability, and dimensionality2606.14692v1 · John J. Vastola, Kanaka Rajan2026 · 0 citationsarXiv
full-FORCE: A Target-Based Method for Training Recurrent Networks1710.03070v1 · Brian DePasquale, Christopher J. Cueva, Kanaka Rajan et al.2017 · 143 citationsPLoS ONE (2018)
Dissecting Larval Zebrafish Hunting using Deep Reinforcement Learning Trained RNN Agents2510.03699v1 · Raaghav Malik, Satpreet H. Singh, Sonja Johnson-Yu et al.2025 · 0 citationsProceedings of the 9th Conference on Cognitive Computational Neuroscience (2026)
Measuring and Controlling Solution Degeneracy across Task-Trained Recurrent Neural Networks.40492242 · Huang, Ann, Singh, Satpreet H, Martinelli, Flavio et al.2026 · 1 citationArXiv. 2025
POCO: Scalable Neural Forecasting through Population Conditioning.40980761 · Duan, Yu, Chaudhry, Hamza Tahir, Ahrens, Misha B et al.2026 · 0 citationsArXiv. 2025
A dimensional R2 regression metric2605.01066v1 · Jaesung Yoo, Stefan Lemke, Jian Zhong Guo et al.2026 · 0 citationsarXiv
Data-derived agents reveal dynamical reservoirs in mouse cortex for adaptive behavior.41867725 · Zhou, Siyan, Badman, Ryan P, Arlt, Charlotte et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Stress History Modulates Corticotropin-Releasing Factor Neurons to Establish Resilience.41623581 · Haynes, Sherod E, Lacagnina, Anthony, Seo, Hyun Seong et al.2026 · 1 citationBiological psychiatry global open science. 2026;6(2):100656
Understanding Electro-communication and Electro-sensing in Weakly Electric Fish using Multi-Agent Deep Reinforcement Learning.41293528 · Singh, Satpreet H, Johnson-Yu, Sonja, Lu, Zhouyang et al.2025 · 0 citationsArXiv. 2025
From Memories to Maps: Mechanisms of In-Context Reinforcement Learning in Transformers2506.19686v3 · Ching Fang, Kanaka Rajan2025 · 0 citationsarXiv
Deep RL Needs Deep Behavior Analysis: Exploring Implicit Planning by Model-Free Agents in Open-Ended Environments2506.06981v2 · Riley Simmons-Edler, Ryan P. Badman, Felix Baastad Berg et al.2025 · 0 citationsarXiv
A Variational Manifold Embedding Framework for Nonlinear Dimensionality Reduction2511.22128v1 · John J. Vastola, Samuel J. Gershman, Kanaka Rajan2025 · 0 citationsarXiv
Measuring and Controlling Solution Degeneracy across Task-Trained Recurrent Neural Networks2410.03972v3 · Ann Huang, Satpreet H. Singh, Flavio Martinelli et al.2024 · 2 citationsarXiv
Military AI Needs Technically-Informed Regulation to Safeguard AI Research and its Applications2505.18371v2 · Riley Simmons-Edler, Jean Dong, Paul Lushenko et al.2025 · 0 citationsarXiv
InputDSA: Demixing then Comparing Recurrent and Externally Driven Dynamics2510.25943v2 · Ann Huang, Mitchell Ostrow, Satpreet H. Singh et al.2025 · 1 citationarXiv
Gradient Descent as Loss Landscape Navigation: a Normative Framework for Deriving Learning Rules2510.26997v1 · John J. Vastola, Samuel J. Gershman, Kanaka Rajan2025 · 0 citationsarXiv
POCO: Scalable Neural Forecasting through Population Conditioning2506.14957v2 · Yu Duan, Hamza Tahir Chaudhry, Misha B. Ahrens et al.2025 · 0 citationsarXiv
Stress History Modulates CRF Neurons to Establish Resilience10.1101/2022.08.31.505596v2 · Haynes, S. E., Seo, H. S., Lacagnina, A. et al.2022 · 5 citationsbioRxiv
Offline ensemble co-reactivation links memories across days.39506117 · Zaki, Yosif, Pennington, Zachary T, Morales-Rodriguez, Denisse et al.2024 · 38 citationsNature. 2025;637(8044):145-155
Representations of the intrinsic value of information in mouse orbitofrontal cortex10.1101/2023.10.13.562291v3 · Bussell, J. J., Badman, R. P., Marton, C. D. et al.2023 · 10 citationsbioRxiv
Motor cortical dynamics are shaped by multiple distinct subspaces during naturalistic behavior10.1101/2020.07.30.228767v3 · Perich, M. G., Conti, S., Badi, M. et al.2020 · 53 citationsbioRxiv
Contributions of cortical neuron firing patterns, synaptic connectivity, and plasticity to task performance.39019848 · Insanally, Michele N, Albanna, Badr F, Toth, Jade et al.2024 · 29 citationsNature communications. 2024;15(1):6023
AI-Powered Autonomous Weapons Risk Geopolitical Instability and Threaten AI Research2405.01859v2 · Riley Simmons-Edler, Ryan Badman, Shayne Longpre et al.2024 · 5 citationsarXiv
Temporally specific patterns of neural activity in interconnected corticolimbic structures during reward anticipation.37586366 · Young, Megan E, Spencer-Salmon, Camille, Mosher, Clayton et al.2023 · 14 citationsNeuron. 2023;111(22):3668-3682.e5
Network models to enhance the translational impact of cross-species studies.37524935 · Brynildsen, Julia K, Rajan, Kanaka, Henderson, Michael X et al.2023 · 30 citationsNature reviews. Neuroscience. 2023;24(9):575-588
Aversive experience drives offline ensemble reactivation to link memories across days10.1101/2023.03.13.532469v2 · Zaki, Y., Pennington, Z. T., Morales-Rodriguez, D. et al.2023 · 12 citationsbioRxiv
Amplified cortical neural responses as animals learn to use novel activity patterns.37148876 · Akitake, Bradley, Douglas, Hannah M, LaFosse, Paul K et al.2023 · 17 citationsCurrent biology : CB. 2023;33(11):2163-2174.e4
Temporally-specific patterns of neural activity across interconnected corticolimbic structures during reward anticipation10.1101/2020.12.17.423162v2 · Young, M. E., Spencer-Salmon, C., Mosher, C. P. et al.2020 · 1 citationbioRxiv
Minian, an open-source miniscope analysis pipeline.35642786 · Dong, Zhe, Mau, William, Feng, Yu et al.2022 · 97 citationseLife. 2022;11
Linking task structure and neural network dynamics.35668175 · Márton, Christian David, Zhou, Siyan, Rajan, Kanaka2022 · 8 citationsNature neuroscience. 2022;25(6):679-681
Efficient and robust multi-task learning in the brain with modular latent primitives2105.14108v2 · Christian David M'arton, L'eo Gagnon, Guillaume Lajoie et al.2021 · 5 citationsarXiv
Reservoir-based Tracking (TRAKR) For One-shot Classification Of Neural Time-series Patterns10.1101/2021.10.13.464288v3 · Afzal, M. F., Marton, C. D., Rich, E. L. et al.2021 · 5 citationsbioRxiv
Minian: An open-source miniscope analysis pipeline10.1101/2021.05.03.442492v3 · Dong, Z., Mau, W., Feng, Y. et al.2021 · 97 citationsbioRxiv
Contributions and synaptic basis of diverse cortical neuron responses to task performance10.1101/2022.05.04.490676v1 · Insanally, M. N., Albanna, B. F., Toth, J. et al.2022 · 0 citationsbioRxiv
Deep anomaly detection of seizures with paired stereoelectroencephalography and video recordings.33820942 · Martini, Michael L, Valliani, Aly A, Sun, Claire et al.2021 · 28 citationsScientific reports. 2021;11(1):7482
The Learning Salon: Toward a new participatory science.34559982 · Momennejad, Ida, Krakauer, John W, Sun, Claire et al.2021 · 2 citationsNeuron. 2021;109(19):3036-3040
A brain basis of dynamical intelligence for AI and computational neuroscience2105.07284v2 · Joseph D. Monaco, Kanaka Rajan, Grace M. Hwang2021 · 2 citationsarXiv
Inferring brain-wide interactions using data-constrained recurrent neural network models10.1101/2020.12.18.423348v2 · Perich, M. G., Arlt, C., Soares, S. et al.2020 · 68 citationsbioRxiv
Career total: 93 works. 72 are in this corpus.Showing the 50 most recent.
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