Search Results for author: Bolin Gao

Found 4 papers, 1 papers with code

Boosting Visual Recognition for Autonomous Driving in Real-world Degradations with Deep Channel Prior

1 code implementation2 Apr 2024 Zhanwen Liu, Yuhang Li, Yang Wang, Bolin Gao, Yisheng An, Xiangmo Zhao

The environmental perception of autonomous vehicles in normal conditions have achieved considerable success in the past decade.

Autonomous Driving

Second-Order Mirror Descent: Convergence in Games Beyond Averaging and Discounting

no code implementations18 Nov 2021 Bolin Gao, Lacra Pavel

In this paper, we propose a second-order extension of the continuous-time game-theoretic mirror descent (MD) dynamics, referred to as MD2, which provably converges to mere (but not necessarily strict) variationally stable states (VSS) without using common auxiliary techniques such as time-averaging or discounting.

Continuous-time Discounted Mirror-Descent Dynamics in Monotone Concave Games

no code implementations7 Dec 2019 Bolin Gao, Lacra Pavel

In this paper, we consider concave continuous-kernel games characterized by monotonicity properties and propose discounted mirror descent-type dynamics.

On the Properties of the Softmax Function with Application in Game Theory and Reinforcement Learning

no code implementations3 Apr 2017 Bolin Gao, Lacra Pavel

In this paper, we utilize results from convex analysis and monotone operator theory to derive additional properties of the softmax function that have not yet been covered in the existing literature.

reinforcement-learning Reinforcement Learning (RL)

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