Arman Behrad
@armanbehrad.bsky.social
Computational Neuroscience | PhD. candidate | Fine Arts, Music
(4/4) How about a simulation of more naturalistic setting?
September 30, 2025 at 8:55 PM
(4/4) How about a simulation of more naturalistic setting?
(3/4)
Next: biological networks.
We applied UNITE to V4 activity (PSTH) from a monkey doing a visual cognitive task. 🐒👁️
Next: biological networks.
We applied UNITE to V4 activity (PSTH) from a monkey doing a visual cognitive task. 🐒👁️
September 30, 2025 at 8:55 PM
(3/4)
Next: biological networks.
We applied UNITE to V4 activity (PSTH) from a monkey doing a visual cognitive task. 🐒👁️
Next: biological networks.
We applied UNITE to V4 activity (PSTH) from a monkey doing a visual cognitive task. 🐒👁️
(2/4)
First test: an RNN solving a cognitive task.
UNITE identify state transitions without supervision. 🔍
First test: an RNN solving a cognitive task.
UNITE identify state transitions without supervision. 🔍
September 30, 2025 at 8:55 PM
(2/4)
First test: an RNN solving a cognitive task.
UNITE identify state transitions without supervision. 🔍
First test: an RNN solving a cognitive task.
UNITE identify state transitions without supervision. 🔍
(4/4)
Finally, we highlight cases where FastDSA outperforms other dynamical similarity metrics—while remaining robust to noise.
Finally, we highlight cases where FastDSA outperforms other dynamical similarity metrics—while remaining robust to noise.
September 29, 2025 at 9:07 PM
(4/4)
Finally, we highlight cases where FastDSA outperforms other dynamical similarity metrics—while remaining robust to noise.
Finally, we highlight cases where FastDSA outperforms other dynamical similarity metrics—while remaining robust to noise.
(3/4)
Next, we present experiments showing why geometrical methods fail.
Both DSA and FastDSA achieve similar results—but FastDSA is 10–15× faster.
Next, we present experiments showing why geometrical methods fail.
Both DSA and FastDSA achieve similar results—but FastDSA is 10–15× faster.
September 29, 2025 at 9:07 PM
(3/4)
Next, we present experiments showing why geometrical methods fail.
Both DSA and FastDSA achieve similar results—but FastDSA is 10–15× faster.
Next, we present experiments showing why geometrical methods fail.
Both DSA and FastDSA achieve similar results—but FastDSA is 10–15× faster.
(2/4)
We first outline the general structure of the algorithm.
We first outline the general structure of the algorithm.
September 29, 2025 at 9:07 PM
(2/4)
We first outline the general structure of the algorithm.
We first outline the general structure of the algorithm.
(2/4)
We first outline the general structure of the algorithm.
We first outline the general structure of the algorithm.
September 29, 2025 at 8:24 PM
(2/4)
We first outline the general structure of the algorithm.
We first outline the general structure of the algorithm.
What defines a brain state? 🧠
If you are also interested in answering this question, join us in "Toward a joint definition of neural-behavioral states", #BernsteinConference full-day workshop, Co-orgnized by @neuroprinciplist.bsky.social and I. (1/4)
If you are also interested in answering this question, join us in "Toward a joint definition of neural-behavioral states", #BernsteinConference full-day workshop, Co-orgnized by @neuroprinciplist.bsky.social and I. (1/4)
September 28, 2025 at 7:33 PM
What defines a brain state? 🧠
If you are also interested in answering this question, join us in "Toward a joint definition of neural-behavioral states", #BernsteinConference full-day workshop, Co-orgnized by @neuroprinciplist.bsky.social and I. (1/4)
If you are also interested in answering this question, join us in "Toward a joint definition of neural-behavioral states", #BernsteinConference full-day workshop, Co-orgnized by @neuroprinciplist.bsky.social and I. (1/4)