Before revision:  We present a novel decentralized algorithm, where agents communicate subspace indices with each other , and each agent plays a projected variant of LinUCB on the corresponding (low-dimensional) subspace.
After revision:  We present a novel decentralized algorithm, where agents communicate subspace indices with each other and each agent plays a projected variant of LinUCB on the corresponding (low-dimensional) subspace.