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Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark

Chethan Pandarinath: "Together with AE Studios, we implement a flexible evaluation platform that only requires user-submitted code to return behavioral predictions on unseen data." — https://bsky.app/profile/chethanp.bsky.social/post/3lcgnqt6au22b

Website: https://snel-repo.github.io/falcon/

Препринт:

Brianna M. Karpowicz, Joel Ye, Chaofei Fan, ... Lee E. Miller, Adam G. Rouse, Robert A. Gaunt, Jennifer L. Collinger, Chethan Pandarinath. Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark. bioRxiv, October 31, 2024 https://doi.org/10.1101/2024.09.15.613126



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Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark

Chethan Pandarinath: "Together with AE Studios, we implement a flexible evaluation platform that only requires user-submitted code to return behavioral predictions on unseen data." — https://bsky.app/profile/chethanp.bsky.social/post/3lcgnqt6au22b

Website: https://snel-repo.github.io/falcon/

Препринт:

Brianna M. Karpowicz, Joel Ye, Chaofei Fan, ... Lee E. Miller, Adam G. Rouse, Robert A. Gaunt, Jennifer L. Collinger, Chethan Pandarinath. Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark. bioRxiv, October 31, 2024 https://doi.org/10.1101/2024.09.15.613126

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Russian President Vladimir Putin launched Russia's invasion of Ukraine in the early-morning hours of February 24, targeting several key cities with military strikes. Additionally, investors are often instructed to deposit monies into personal bank accounts of individuals who claim to represent a legitimate entity, and/or into an unrelated corporate account. To lend credence and to lure unsuspecting victims, perpetrators usually claim that their entity and/or the investment schemes are approved by financial authorities. Following this, Sebi, in an order passed in January 2022, established that the administrators of a Telegram channel having a large subscriber base enticed the subscribers to act upon recommendations that were circulated by those administrators on the channel, leading to significant price and volume impact in various scrips. What distinguishes the app from competitors is its use of what's known as channels: Public or private feeds of photos and videos that can be set up by one person or an organization. The channels have become popular with on-the-ground journalists, aid workers and Ukrainian President Volodymyr Zelenskyy, who broadcasts on a Telegram channel. The channels can be followed by an unlimited number of people. Unlike Facebook, Twitter and other popular social networks, there is no advertising on Telegram and the flow of information is not driven by an algorithm. On February 27th, Durov posted that Channels were becoming a source of unverified information and that the company lacks the ability to check on their veracity. He urged users to be mistrustful of the things shared on Channels, and initially threatened to block the feature in the countries involved for the length of the war, saying that he didn’t want Telegram to be used to aggravate conflict or incite ethnic hatred. He did, however, walk back this plan when it became clear that they had also become a vital communications tool for Ukrainian officials and citizens to help coordinate their resistance and evacuations.
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