Tkachuk
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Trajectory Data Suffices for Statistically Efficient Policy Evaluation in Fixed-Horizon Offline RL with Linear $q^\pi$-Realizability and Concentrability
Announce Type: replace Abstract: We study finite-horizon offline reinforcement learning (RL) with function approximation for both policy evaluation and policy optimization. Prior work established that statistically efficient learning is impossible for either of these problems when the only assumptions are that the data has good coverage (concentrability) and the state-action value function of every policy is linearly realizable ($q^\pi$-realizability) (Foster et al., 2021). Recently, Tkachuk...
Despite potential ratings nightmare for NHL, Vegas-Carolina Stanley Cup Final still has plenty of intrigue
After nearly a month and a half of blood, sweat, tears and handshake lines, the Stanley Cup Finals matchup has been set. And our two worthy competitors are... the Vegas Golden Knights and the Carolina Hurricanes. I'm sure those are the exact words that came out of the mouth of Commissioner Gary Bettman and every NHL marketing executive's mouth the minute Friday night's Eastern Conference Finals game ended.
Red Wings captain, Detroit-area native Dylan Larkin reportedly tells the team he wants a trade
Toward the end of last season, it looked like the Detroit Red Wings might have a shot at sneaking into the postseason for the first time since 2016, but it didn't pan out. And, as if that wasn't bad enough, it's now being reported that their captain, Detroit native Dylan Larkin, wants out. According to Sportsnet's Elliotte Friedman, the 29-year-old has asked the team for a trade, citing the team repeatedly missing the playoffs and a less-than-stellar relationship with Red Wings GM and...