Over the past time I collected some interesting mechanistic interpretability papers - trying to understand the information processing in AI systems.
Since I'm not an expert, I delegated some of the work to AI itself 🙃
Why I find it interesting? Well, the field of "AI neuroscience" is emerging. This, firstly, brings two fields closer together (neuroAI doesn't count). Second, I believe both understanding of AI and the brain can be advanced by testing theories on the systems where everything can be measured and controlled.
Of course, LLMs are far from natural biological nervous systems, but I believe there are fundamental information processing principles that are shared.
💡Some insights: > Activations in RNNs mirror the statistics of their input data > Apparently chunking of computations is present akin to brain's hierarchical processing > "Grandmother cell" are real but sparse, distributed processing is more likely to be happening
Over the past time I collected some interesting mechanistic interpretability papers - trying to understand the information processing in AI systems.
Since I'm not an expert, I delegated some of the work to AI itself 🙃
Why I find it interesting? Well, the field of "AI neuroscience" is emerging. This, firstly, brings two fields closer together (neuroAI doesn't count). Second, I believe both understanding of AI and the brain can be advanced by testing theories on the systems where everything can be measured and controlled.
Of course, LLMs are far from natural biological nervous systems, but I believe there are fundamental information processing principles that are shared.
💡Some insights: > Activations in RNNs mirror the statistics of their input data > Apparently chunking of computations is present akin to brain's hierarchical processing > "Grandmother cell" are real but sparse, distributed processing is more likely to be happening
Have a look, it's fun 🙂
BY the last neural cell
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But because group chats and the channel features are not end-to-end encrypted, Galperin said user privacy is potentially under threat. On Telegram’s website, it says that Pavel Durov “supports Telegram financially and ideologically while Nikolai (Duvov)’s input is technological.” Currently, the Telegram team is based in Dubai, having moved around from Berlin, London and Singapore after departing Russia. Meanwhile, the company which owns Telegram is registered in the British Virgin Islands. The S&P 500 fell 1.3% to 4,204.36, and the Dow Jones Industrial Average was down 0.7% to 32,943.33. The Dow posted a fifth straight weekly loss — its longest losing streak since 2019. The Nasdaq Composite tumbled 2.2% to 12,843.81. Though all three indexes opened in the green, stocks took a turn after a new report showed U.S. consumer sentiment deteriorated more than expected in early March as consumers' inflation expectations soared to the highest since 1981. "Russians are really disconnected from the reality of what happening to their country," Andrey said. "So Telegram has become essential for understanding what's going on to the Russian-speaking world." These entities are reportedly operating nine Telegram channels with more than five million subscribers to whom they were making recommendations on selected listed scrips. Such recommendations induced the investors to deal in the said scrips, thereby creating artificial volume and price rise.
from tw
