Support the channel by joining the channel membership: https://www.youtube.com/c/AIPursuit/join Donation: Paypal ⇢ https://paypal.me/tayhengee Patreon ⇢ https://www.patreon.com/hengee BTC ⇢ bc1q2r7eymlf20576alvcmryn28tgrvxqw5r30cmpu ETH ⇢ 0x58c4bD4244686F3b4e636EfeBD159258A5513744 Doge ⇢ DSGNbzuS1s6x81ZSbSHHV5uGDxJXePeyKy Affiliate link: Binance ⇢ https://accounts.binance.com/en/register?ref=27700065 Binance Futures ⇢ https://www.binance.com/en/futures/ref/89891356 Huobi ⇢ https://www.huobi.com/en-us/topic/welcome-bonus/?invite_code=xj9pc FTX (FREE AI TRADING BOT)⇢ https://ftx.com/#a=44005372 3Commas (FREE AI TRADING BOT) ⇢ https://3commas.io/?c=aipursuit The video is reposted for educational purposes and encourages involvement in the field of research. ... https://www.youtube.com/watch?v=ZaXs7e1R92Y

Support the channel by joining the channel membership: https://www.youtube.com/c/AIPursuit/join Donation: Paypal ⇢ https://paypal.me/tayhengee Patreon ⇢ https://www.patreon.com/hengee BTC ⇢ bc1q2r7eymlf20576alvcmryn28tgrvxqw5r30cmpu ETH ⇢ 0x58c4bD4244686F3b4e636EfeBD159258A5513744 Doge ⇢ DSGNbzuS1s6x81ZSbSHHV5uGDxJXePeyKy Affiliate link: Binance ⇢ https://accounts.binance.com/en/register?ref=27700065 Binance Futures ⇢ https://www.binance.com/en/futures/ref/89891356 Huobi ⇢ https://www.huobi.com/en-us/topic/welcome-bonus/?invite_code=xj9pc FTX (FREE AI TRADING BOT)⇢ https://ftx.com/#a=44005372 3Commas (FREE AI TRADING BOT) ⇢ https://3commas.io/?c=aipursuit The video is reposted for educational purposes and encourages involvement in the field of research. ... https://www.youtube.com/watch?v=b7Beh8_C1a0

Support the channel by joining the channel membership: https://www.youtube.com/c/AIPursuit/join Donation: Paypal ⇢ https://paypal.me/tayhengee Patreon ⇢ https://www.patreon.com/hengee BTC ⇢ bc1q2r7eymlf20576alvcmryn28tgrvxqw5r30cmpu ETH ⇢ 0x58c4bD4244686F3b4e636EfeBD159258A5513744 Doge ⇢ DSGNbzuS1s6x81ZSbSHHV5uGDxJXePeyKy Affiliate link: Binance ⇢ https://accounts.binance.com/en/register?ref=27700065 Binance Futures ⇢ https://www.binance.com/en/futures/ref/89891356 Huobi ⇢ https://www.huobi.com/en-us/topic/welcome-bonus/?invite_code=xj9pc The video is reposted for educational purposes and encourages involvement in the field of research. ... https://www.youtube.com/watch?v=A3LuJcf1LYE

Support the channel by joining the channel membership: https://www.youtube.com/c/AIPursuit/join Donation: Paypal ⇢ https://paypal.me/tayhengee Patreon ⇢ https://www.patreon.com/hengee BTC ⇢ bc1q2r7eymlf20576alvcmryn28tgrvxqw5r30cmpu ETH ⇢ 0x58c4bD4244686F3b4e636EfeBD159258A5513744 Doge ⇢ DSGNbzuS1s6x81ZSbSHHV5uGDxJXePeyKy Affiliate link: Binance ⇢ https://accounts.binance.com/en/register?ref=27700065 Binance Futures ⇢ https://www.binance.com/en/futures/ref/89891356 Huobi ⇢ https://www.huobi.com/en-us/topic/welcome-bonus/?invite_code=xj9pc The video is reposted for educational purposes and encourages involvement in the field of research. Source: https://slideslive.com/38953719/riskaverse-offline-reinforcement-learning?ref=speaker-17288-latest Training Reinforcement Learning (RL) agents in high-stakes applications might be too prohibitive due to the risk associated to exploration. Thus, the agent can only use data previously collected by safe policies. While previous work considers optimizing the average performance using offline data, we focus on optimizing a risk-averse criteria, namely the CVaR. In particular, we present the Offline Risk-Averse Actor-Critic (O-RAAC), a model-free RL algorithm that is able to learn risk-averse policies in a fully offline setting. We show that O-RAAC learns policies with higher CVaR than risk-neutral approaches in different robot control tasks. Furthermore, considering risk-averse criteria guarantees distributional robustness of the average performance with respect to particular distribution shifts. We demonstrate empirically that in the presence of natural distribution-shifts, O-RAAC learns policies with good average performance. ... https://www.youtube.com/watch?v=pRS41xh9vR4