Policy gradient method: Revision history

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curprev 01:3701:37, 6 June 2026 Morinator talk contribs 34,823 bytes +74 →REINFORCE: add brief explanation of the "causality trick", as the different is hard to visually spot undo

curprev 20:4320:43, 15 May 2026 Quuxman talk contribs m 34,749 bytes −55 Changed all the summations to standard format instead of `t \in 0:T`. It was especially annoying when both styles were used in the same equation undo

curprev 03:5203:52, 29 January 2026 Headbomb talk contribs 34,800 bytes −28 ce undo
curprev 03:5103:51, 29 January 2026 Citation bot talk contribs 34,828 bytes +8 Alter: title, issue, template type. Add: eprint, class, volume, authors 1-1. Removed URL that duplicated identifier. Removed parameters. Some additions/deletions were parameter name changes. | Use this bot. Report bugs. | Suggested by Headbomb | #UCB_toolbar undo
curprev 03:5003:50, 29 January 2026 Headbomb talk contribs m 34,820 bytes −41 →Policy Optimization and the Mirror Descent perspective (MDPO): clean up undo Tag: AWB

curprev 17:2817:28, 17 November 2025 ~2025-34365-57Temporary account has expired talk 34,912 bytes −2,079 Generalizing lead paragraph. Policy Gradients are a general RL class and not specific to LLMs. Fixed duplicate citation. undo Tag: references removed
curprev 05:4105:41, 17 November 2025 OAbot talk contribs m 36,991 bytes +18 Open access bot: arxiv updated in citation with #oabot. undo

curprev 06:0906:09, 17 October 2025 Citation bot talk contribs 33,569 bytes +45 Add: class, eprint. Removed parameters. Some additions/deletions were parameter name changes. | Use this bot. Report bugs. | Suggested by Headbomb | #UCB_toolbar undo
curprev 06:0906:09, 17 October 2025 Headbomb talk contribs 33,524 bytes +2 arXiv undo
curprev 06:0806:08, 17 October 2025 Headbomb talk contribs 33,522 bytes +4 ce undo
curprev 06:0406:04, 17 October 2025 Citation bot talk contribs 33,518 bytes −41 Altered template type. Add: eprint, class. Removed URL that duplicated identifier. Removed parameters. Some additions/deletions were parameter name changes. | Use this bot. Report bugs. | Suggested by Headbomb | #UCB_toolbar undo

curprev 08:0608:06, 2 October 2025 0xReflektor talk contribs 33,512 bytes +2,163 Contextual intro for how this works and why it matters undo

curprev 20:1220:12, 9 July 2025 14.203.192.131 talk 31,349 bytes +4 I fixed the formula so it would express "the total reward from time $ undo

curprev 07:0507:05, 13 March 2025 Dhtwiki talk contribs 31,394 bytes +9 correcting according to "Articles for possible copyedit from 2025-2-20 dump" – "is,This", "gradientwhich", "estimatorand", "sinceby", "tryinguntil", "advantageunder", "advantagewhere" undo

curprev 16:2716:27, 27 January 2025 Citation bot talk contribs 29,813 bytes −76 Removed URL that duplicated identifier. | Use this bot. Report bugs. | Suggested by Abductive | Category:Reinforcement learning | #UCB_Category 12/14 undo