User profiles for Madhavun Candadai
Madhavun Candadai VasuPh.D., Cognitive Science, Indiana University Verified email at path-robotics.com Cited by 142 |
[HTML][HTML] Embodied dyadic interaction increases complexity of neural dynamics: A minimal agent-based simulation model
The concept of social interaction is at the core of embodied and enactive approaches to social
cognitive processes, yet scientifically it remains poorly understood. Traditionally, cognitive …
cognitive processes, yet scientifically it remains poorly understood. Traditionally, cognitive …
Hierarchical policy learning is sensitive to goal space design
Hierarchy in reinforcement learning agents allows for control at multiple time scales yielding
improved sample efficiency, the ability to deal with long time horizons and transferability of …
improved sample efficiency, the ability to deal with long time horizons and transferability of …
[HTML][HTML] Sources of predictive information in dynamical neural networks
M Candadai, EJ Izquierdo - Scientific reports, 2020 - nature.com
Behavior involves the ongoing interaction between an organism and its environment. One
of the prevailing theories of adaptive behavior is that organisms are constantly making …
of the prevailing theories of adaptive behavior is that organisms are constantly making …
Reinforcement learning beyond the Bellman equation: Exploring critic objectives using evolution
Living organisms learn on multiple time scales: evolutionary as well as individual-lifetime
learning. These two learning modes are complementary: the innate phenotypes developed …
learning. These two learning modes are complementary: the innate phenotypes developed …
infotheory: A c++/python package for multivariate information theoretic analysis
M Candadai, EJ Izquierdo - arXiv preprint arXiv:1907.02339, 2019 - arxiv.org
This paper introduces \texttt{infotheory}: a package written in C++ and usable from Python
and C++, for multivariate information theoretic analyses of discrete and continuous data. This …
and C++, for multivariate information theoretic analyses of discrete and continuous data. This …
Interaction between evolution and learning in nk fitness landscapes
Artificial Life has a long tradition of studying the interaction between learning and evolution.
And, thanks to the increase in the use of individual learning techniques in Artificial …
And, thanks to the increase in the use of individual learning techniques in Artificial …
Information theoretic analysis of computational models as a tool to understand the neural basis of behaviors
M Candadai - arXiv preprint arXiv:2106.05186, 2021 - arxiv.org
One of the greatest research challenges of this century is to understand the neural basis for
how behavior emerges in brain-body-environment systems. To this end, research has …
how behavior emerges in brain-body-environment systems. To this end, research has …
ANSWER: An unsupervised attractor network method for detecting salient words in text corpora
M Candadai, A Vanarase, M Mei… - 2015 International Joint …, 2015 - ieeexplore.ieee.org
The availability of unstructured text as a source of data has increased by orders of magnitude
in the last few years, triggering extensive research in the automated processing and …
in the last few years, triggering extensive research in the automated processing and …
Multifunctionality in embodied agents: Three levels of neural reuse
M Candadai, E Izquierdo - arXiv preprint arXiv:1802.03891, 2018 - arxiv.org
The brain in conjunction with the body is able to adapt to new environments and perform
multiple behaviors through reuse of neural resources and transfer of existing behavioral traits. …
multiple behaviors through reuse of neural resources and transfer of existing behavioral traits. …
Neural reuse in multifunctional neural networks for control tasks
Living organisms perform multiple tasks, often using the same or shared neural networks.
Such multifunctional neural networks are composed of neurons that contribute to different …
Such multifunctional neural networks are composed of neurons that contribute to different …