Efficient Exploration at Scale. - Seyed Mohammad Asghari; Chris Chute; Vikranth Dwaracherla; Xiuyuan Lu; Mehdi Jafarnia; Victor Minden; Zheng Wen 002; Benjamin Van Roy (CoRR, 2026)