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Department of Electrical Engineering, Indian Institute of Technology Bombay, Mumbai 400076, India
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Residual connections can dramatically reshape the Liapunov spectrum, offering a pathway to stabilize gradient behavior in deep networks.
Q-learning regret bounds can be achieved without optimism, but are highly sensitive to the suboptimality gap, motivating a new smoothed exploration strategy.
