Ведмідь | Bear

Unlock your revenue potential with GetResponse's marketing software. Automate sales, track revenue, and convert leads into loyal customers with ease.

Download this Premium Vector about Girl or lady suffering from aggressive behavior., and discover more than 166 Million Professional Graphic Resources on Freepik

Mapping behavioural actions to neural activity is a fundamental goal of neuroscience. As our ability to record large neural and behavioural data increases, there is growing interest in modelling neural dynamics during adaptive behaviours to probe neural representations1–3. In particular, although neural latent embeddings can reveal underlying correlates of behaviour, we lack nonlinear techniques that can explicitly and flexibly leverage joint behaviour and neural data to uncover neural dynamics3–5. Here, we fill this gap with a new encoding method, CEBRA, that jointly uses behavioural and neural data in a (supervised) hypothesis- or (self-supervised) discovery-driven manner to produce both consistent and high-performance latent spaces. We show that consistency can be used as a metric for uncovering meaningful differences, and the inferred latents can be used for decoding. We validate its accuracy and demonstrate our tool’s utility for both calcium and electrophysiology datasets, across sensory and motor tasks and in simple or complex behaviours across species. It allows leverage of single- and multi-session datasets for hypothesis testing or can be used label free. Lastly, we show that CEBRA can be used for the mapping of space, uncovering complex kinematic features, for the production of consistent latent spaces across two-photon and Neuropixels data, and can provide rapid, high-accuracy decoding of natural videos from visual cortex. A new encoding method, CEBRA, jointly uses behavioural and neural data in a (supervised) hypothesis- or (self-supervised) discovery-driven manner to produce both consistent and high-performance latent spaces.

Run your online business smoothly and effective with these productive tools

i was browsing around on some auction sites yesterday when i came across this dressing table by french artist Gérard Rigot. oh MAN what i would give to own that…

Black swan Dark grey background 2:3

Creamy milkshake Drinks Pink background Wallpaper 9:16

🌟🌟🌟 加入成為我們的會員 🌟🌟🌟請大家支持我們!會員制度:如果你喜歡我們的內容，現在有個超值的方式支持我們 - 加入 YouTube 會員！ 只需要 HKD 5.00月費用, 比一杯咖啡還便宜嘅月費，你就能解鎖獨家會員專屬內容！會員福利:✔ 每月至少一支會員限定影片，深入剖析 AI 影像、LLM 技...

🌟🌟🌟 加入成為我們的會員 🌟🌟🌟請大家支持我們!會員制度:如果你喜歡我們的內容，現在有個超值的方式支持我們 - 加入 YouTube 會員！ 只需要 HKD 5.00月費用, 比一杯咖啡還便宜嘅月費，你就能解鎖獨家會員專屬內容！會員福利:✔ 每月至少一支會員限定影片，深入剖析 AI 影像、LLM 技...