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Aneesh Muppidi

3 accepted papers

2024

Fast TRAC: A Parameter-Free Optimizer for Lifelong Reinforcement Learning

NeurIPS 2024poster

A key challenge in lifelong reinforcement learning (RL) is the loss of plasticity, where previous learning progress hinders an agent's adaptation to new tasks. While regularization and resetting can help, they require precise hyperparameter selection at the outset and environment-dependent adjustmen…

Cited by 2SourcePDFScholar
2024

Resampling-free Particle Filters in High-dimensions

ICRA 2024poster

State estimation is crucial for the performance and safety of numerous robotic applications. Among the suite of estimation techniques, particle filters have been identified as a powerful solution due to their non-parametric nature. Yet, in high-dimensional state spaces, these filters face challenges…

Cited by 3SourcecodeScholar