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Dynamic Bottleneck for Robust Self-Supervised Exploration

Neural Information Processing Systems

However, such methods are usually sensitive to environmental dynamics-irrelevant information, e.g., white-noise. To handle such dynamics-irrelevant information, we propose a Dynamic Bottleneck (DB) model, which attains a dynamics-relevant representation based on the information-bottleneck principle.


8caa38721906c1a0bb95c80fab33a893-Supplemental.pdf

Neural Information Processing Systems

V100 GPUs to train the models. Consortium and are licensed under a Creative Commons Attribution 4.0 License. Similarly, for evaluating the agent listener with a human speaker, each agent evaluates 400 human utterances in Fig 5b. In Fig 10, we present the results of the human evaluation on the text game. Sec 4.3, we show that agents trained using our method beat all prior baselines when paired with both The blue bars show the standard deviation across all agents present in the buffer.


aa1f5f73327ba40d47ebce155e785aaf-AuthorFeedback.pdf

Neural Information Processing Systems

We would like to thank all the reviewers for their thoughtful comments and their enthusiasm for our work. These results are consistent with those of Zoltowski et al. [2020], where they found Laplace EM compared Section 3. Segmenting the continuous latent states for each population (which is equivalent to imposing hard constraints On top of that, the "sticky" parameterization of discrete state transitions reveals which neural populations C. elegans offers an illustrative demonstration of the mp-srSLDS For example, we explore interactions between ganglia in Appendix C. Thanks again for spending the time to provide valuable feedback on our work.


Russia-Ukraine war: List of key events, day 1,360

Al Jazeera

Is the fall of Pokrovsk inevitable? Is Trump losing patience with Putin? Will sanctions against Russian oil giants hurt Putin? Russia launched "massive" attacks on Ukraine's capital Kyiv, killing at least six people in the Desnianskyi district, the city's Mayor Vitali Klitschko wrote on Telegram. At least 35 people were also injured.


Hollywood's SAG Awards announces it will change its name

BBC News

Hollywood's SAG Awards announces it will change its name The Screen Actors Guild Awards, the marquee awards ceremony honouring actors, is getting a new name. Known colloquially as the SAG Awards, the awards show will now be dubbed the Actor Awards presented by Sag-Aftra, the labour union representing US film, television and radio actors. Since the beginning, our statue has been called'The Actor' and we're a show that's entirely about actors, so this new name is a perfect next step in the show's evolution, the show's executive producer said on Friday. The rebrand comes ahead of the 32nd edition of the star-studded ceremony, which is set for 1 March 2026. The award show's executive producer Jon Brockett told the BBC that the name change - which was announced at a board meeting on Friday - gives viewers in more than 190 countries an immediate understanding of who we are and what we're about - a show about actors honouring actors.