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KLPO reinforcement-learning proposal faces questions about validation

A critic says KLPO has 50-plus pages of prose and formulas, plus code on GitHub—but no experiments.

Lucas Beyer (bl16)LB
Nathan LambertNL
Susan ZhangSZ
11 Sources, 20d ago, first seen 20d ago

TLDR

A post promoting KLPO links to GitHub and presents the work as “KL-Regularized Policy Optimization for Critic-Free Agentic Reinforcement Learning.” A quote post says it has 50-plus pages of prose and formulas but no experiments, questioning whether it is an unvalidated theoretical proposal or a rushed attempt to stake a claim.

Combined views

194.7K

11 Sources, first seen 20d ago

1.5K likes47 comments279 saves288 reposts

Combined views

194.7K

11 Sources, first seen 20d ago

1.5K likes47 comments279 saves288 reposts

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11 Sources

Songlin Yang@SonglinYang4exactly20d
Federico Cassano@ellev3n11@solidSF @yifanzhang_ the slop going on here is out of this world20d
David Pfau@pfau@joelbot3000 Genuinely don't know what's up with this person, either it's extremely shameless self promotion or a bad case of AI psychosis.20d
will depue@willdepueRT @ellev3n11: @solidSF @yifanzhang_ the slop going on here is out of this world20d
Lucas Beyer (bl16)@giffmana50+ pages of prose and formulas, zero experiment, but code in the github. Is this a slop-grenade, an unvalidated theoretical proposal, or a rushed flag-plant to stand out in 50k+ iclr submissions?20d
Nathan Lambert@natolambert@giffmana slop grenade is such a great term, happy to see you helping spread it20d
Susan Zhang@suchenzang@giffmana blocked after this last one. kind of crazy this is the kind of trash nvidia is putting out these days.20d
Zhaoran Wang@zhaoran_wangRT @yifanzhang_: JUST IN: Q* has been solved. Welcome to the frontier of RL scaling. KL-Regularized Policy Optimization for Critic-Free A…20d
Drake Thomsen 🏙@ThomsenDrakeMay I present to the AI community on X: :bufo-offers-slop-grenade:18d
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    11 Sources

    Songlin Yang@SonglinYang4exactly20d
    Federico Cassano@ellev3n11@solidSF @yifanzhang_ the slop going on here is out of this world20d
    David Pfau@pfau@joelbot3000 Genuinely don't know what's up with this person, either it's extremely shameless self promotion or a bad case of AI psychosis.20d
    will depue@willdepueRT @ellev3n11: @solidSF @yifanzhang_ the slop going on here is out of this world20d
    Lucas Beyer (bl16)@giffmana50+ pages of prose and formulas, zero experiment, but code in the github. Is this a slop-grenade, an unvalidated theoretical proposal, or a rushed flag-plant to stand out in 50k+ iclr submissions?20d
    Nathan Lambert@natolambert@giffmana slop grenade is such a great term, happy to see you helping spread it20d
    Susan Zhang@suchenzang@giffmana blocked after this last one. kind of crazy this is the kind of trash nvidia is putting out these days.20d
    Zhaoran Wang@zhaoran_wangRT @yifanzhang_: JUST IN: Q* has been solved. Welcome to the frontier of RL scaling. KL-Regularized Policy Optimization for Critic-Free A…20d
    Drake Thomsen 🏙@ThomsenDrakeMay I present to the AI community on X: :bufo-offers-slop-grenade:18d
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