# Neural Scientists are exploring neural networks for everything from deepfake detection to brain-computer interfaces, while new laws aim to protect neural data privacy. However, the complexity and ethical implications of these advanced AI systems remain significant concerns. ### About Neural Artificial neural networks are machine learning models inspired by the human brain. ### Insights - neural creators is up 400.34% from the previous [--] months. - neural mentions is up 461.31% from the previous [--] months. ### Engagements: [----------] (24h)  [Engagements 24-Hour Time-Series Raw Data](/topic/neural/time-series/interactions.tsv) Current Value: [----------] Daily Average: [----------] [--] Week: [----------] -22% [--] Month: [-----------] -65% [--] Months: [-------------] +45% [--] Year: [-------------] +559% 1-Year High: [-----------] on 2025-07-23 1-Year Low: [---------] on 2025-03-06 Engagements by network (24h): Reddit: [-----] TikTok: [---------] News: [------] Instagram: [------] X: [---------] YouTube: [---------] ### Mentions: [-----] (24h)  [Mentions 24-Hour Time-Series Raw Data](/topic/neural/time-series/posts_active.tsv) Current Value: [-----] Daily Average: [-----] [--] Week: [-----] +56% [--] Month: [-----] +21% [--] Months: [------] +461% 1-Year High: [------] on 2025-12-22 1-Year Low: [-----] on 2025-03-16 Mentions by network (24h): Reddit: [---] TikTok: [---] News: [--] Instagram: [--] X: [-----] YouTube: [-----] ### Creators: [-----] (24h)  [Creators 24-Hour Time-Series Raw Data](/topic/neural/time-series/contributors_active.tsv) [-----] unique social accounts have posts mentioning Neural in the last [--] hours which is down 2.20% from [-----] in the previous [--] hours Daily Average: [-----] [--] Week: [-----] +23% [--] Month: [-----] +22% [--] Months: [-----] +400% 1-Year High: [-----] on 2025-12-22 1-Year Low: [-----] on 2025-03-16 The most influential creators that mention Neural in the last [--] hours | Creator | Rank | Followers | Posts | Engagements | | ------- | ---- | --------- | ----- | ----------- | | [@neural.form](/creator/tiktok/neural.form) | [--] | [------] | [--] | [---------] | | [@upediashorts](/creator/youtube/upediashorts) | [--] | [----------] | [---] | [---------] | | [@neuralnexus](/creator/youtube/neuralnexus) | [--] | [-------] | [--] | [---------] | | [@NeuralSpace_](/creator/twitter/NeuralSpace_) | [--] | [-------] | [--] | [-------] | | [@bodyvue](/creator/youtube/bodyvue) | [--] | [-------] | [--] | [------] | | [@animalshockmoments](/creator/youtube/animalshockmoments) | [--] | [-------] | [--] | [------] | | [@neuraldsp](/creator/tiktok/neuraldsp) | [--] | [------] | [--] | [------] | | [@aiwarehouse](/creator/youtube/aiwarehouse) | [--] | [-------] | [--] | [------] | | [@theriversaintmusic](/creator/youtube/theriversaintmusic) | [--] | [---] | [--] | [------] | | [@cneuralnetwork](/creator/twitter/cneuralnetwork) | [--] | [------] | [--] | [------] | [View More](/list/creators/neural/100) ### Sentiment: 90%  [Sentiment 24-Hour Time-Series Raw Data](/topic/neural/time-series/sentiment.tsv) Current Value: 90% Daily Average: 73% [--] Week: 81% +4% [--] Month: 87% -5% [--] Months: 87% +20% [--] Year: 87% -5% 1-Year High: 98% on 2025-10-22 1-Year Low: 6% on 2025-06-20 Most Supportive Themes: - AI and Neural Networks Advancements: (40%) Exploration of neural networks in various applications like deepfake detection, cybersecurity, protein simulations, autonomous vehicles, and brain-computer interfaces. - Neural Network Applications in Science: (30%) Research and discoveries involving neural networks in scientific fields, such as enzyme discovery and understanding biological systems. - Neural Data Privacy Laws: (15%) Legislation in Colorado, California, and Montana to protect neural data privacy from exploitation by consumer products. Most Critical Themes: - Understanding Complex Neural Networks: (70%) The challenge of fully understanding the internal logic and reasoning of complex neural networks due to their emergent and opaque nature. - Ethical Implications of AI and Neural Networks: (30%) Concerns regarding the trustworthiness of AI-generated content and the potential for misuse of advanced neural network capabilities. ### Top Neural News Top news links shared on social in the last [--] hours *Showing a maximum of [--] news posts without a LunarCrush subscription.* "Neural population geometry and optimal coding of tasks with shared latent structure Nature Neuroscience The authors analytically determine how neuronal correlations and geometry collectively determine readout generalization across tasks and show how these geometric features follow distinct trajectories over the course of learning" [News Link](https://www.nature.com/articles/s41593-025-02183-y) [@NaturePortfolio](/creator/x/NaturePortfolio) 2026-02-10T15:42Z 2.1M followers, 18.3K engagements "Building compositional tasks with shared neural subspaces Nature The brain can flexibly perform multiple tasks by compositionally combining task-relevant neural representations" [News Link](https://www.nature.com/articles/s41586-025-09805-2) [@NaturePortfolio](/creator/x/NaturePortfolio) 2025-11-26T18:00Z 2.1M followers, 37.9K engagements "Subtle adversarial image manipulations influence both human and machine perception Nature Communications Artificial neural networks (ANNs) are vulnerable to subtle adversarial perturbations that yield misclassification errors. Here behavioral studies demonstrate that adversarial perturbations that fool ANNs similarly bias human choice" [News Link](https://www.nature.com/articles/s41467-023-40499-0) [@NaturePortfolio](/creator/x/NaturePortfolio) 2025-06-17T20:20Z 2.1M followers, 2.3M engagements "Behavioural and Neural Responses to Facial Disfigurement Scientific Reports Scientific Reports - Behavioural and Neural Responses to Facial Disfigurement" [News Link](https://www.nature.com/articles/s41598-019-44408-8) [@NaturePortfolio](/creator/x/NaturePortfolio) 2025-03-31T12:50Z 2.1M followers, 464.7K engagements ### Top Neural Social Posts Top posts by engagements in the last [--] hours *Showing a maximum of [--] top social posts without a LunarCrush subscription.* "when you realize [--] hrs before exam ki aapki kharab lagne wali hai" [X Link](https://x.com/cneuralnetwork/status/2022887188757901588) [@cneuralnetwork](/creator/x/cneuralnetwork) 2026-02-15T04:14Z 47.2K followers, [----] engagements "Neuralink fans love the "telepathy" narrative but they forget that the real bottleneck isn't the vocal cordsit's the Shannon entropy of human cognition. Even with a terabyte-per-second link your brain still has a limited sampling rate for processing novel information. Transmitting "uncompressed cognition" is a pipe dream if the receiving neural network doesn't have the pre-trained weights to reconstruct the signal. We see this in high-performance inference every day: throughput is useless without a matching rollout capacity. Language isn't just "failed compression"; it's a protocol for shared" [X Link](https://x.com/GenAI_is_real/status/2022861322267025730) [@GenAI_is_real](/creator/x/GenAI_is_real) 2026-02-15T02:31Z [----] followers, [----] engagements "Old guy here. Early neural networks dude. Have experience with machine learning and LLM and all the fun math pattern stuff including hardware side. As I have been telling friends for the last few weeks and boring them to tears about API calls. The security side of giving it Card Blanche aint good. It actually cant really scale. API calls aint cheap. It is 99.9% hypeand just LLM garbage on simple simple tasks. Its great to tinker and fool around with on the agent side. Not close to anything AGI. And if you want to put it on your own hardware good luck. Non tech people are freaking aboutso does" [X Link](https://x.com/Recliningdad/status/2022821583929381029) [@Recliningdad](/creator/x/Recliningdad) 2026-02-14T23:53Z [---] followers, [----] engagements "WHO WOULD WIN - $2500+ of enterprise IT infrastructure - one $25 amazon slop device which doesnt really know what this Spanning Tree Protocol thing is 👏stop👏plugging👏weird👏shit👏into👏my👏network👏 👏stop👏plugging👏weird👏shit👏into👏my👏network👏" [X Link](https://x.com/mycoliza/status/2022816090146189688) [@mycoliza](/creator/x/mycoliza) 2026-02-14T23:31Z 21.7K followers, 13.8K engagements Limited data mode. Full metrics available with subscription: lunarcrush.com/pricing
Neural
Scientists are exploring neural networks for everything from deepfake detection to brain-computer interfaces, while new laws aim to protect neural data privacy. However, the complexity and ethical implications of these advanced AI systems remain significant concerns.
About Neural
Artificial neural networks are machine learning models inspired by the human brain.
Insights
- neural creators is up 400.34% from the previous [--] months.
- neural mentions is up 461.31% from the previous [--] months.
Engagements: [----------] (24h)
Engagements 24-Hour Time-Series Raw Data
Current Value: [----------]
Daily Average: [----------]
[--] Week: [----------] -22%
[--] Month: [-----------] -65%
[--] Months: [-------------] +45%
[--] Year: [-------------] +559%
1-Year High: [-----------] on 2025-07-23
1-Year Low: [---------] on 2025-03-06
Engagements by network (24h): Reddit: [-----] TikTok: [---------] News: [------] Instagram: [------] X: [---------] YouTube: [---------]
Mentions: [-----] (24h)
Mentions 24-Hour Time-Series Raw Data
Current Value: [-----]
Daily Average: [-----]
[--] Week: [-----] +56%
[--] Month: [-----] +21%
[--] Months: [------] +461%
1-Year High: [------] on 2025-12-22
1-Year Low: [-----] on 2025-03-16
Mentions by network (24h): Reddit: [---] TikTok: [---] News: [--] Instagram: [--] X: [-----] YouTube: [-----]
Creators: [-----] (24h)
Creators 24-Hour Time-Series Raw Data
[-----] unique social accounts have posts mentioning Neural in the last [--] hours which is down 2.20% from [-----] in the previous [--] hours
Daily Average: [-----]
[--] Week: [-----] +23%
[--] Month: [-----] +22%
[--] Months: [-----] +400%
1-Year High: [-----] on 2025-12-22
1-Year Low: [-----] on 2025-03-16
The most influential creators that mention Neural in the last [--] hours
| Creator | Rank | Followers | Posts | Engagements |
|---|---|---|---|---|
| @neural.form | [--] | [------] | [--] | [---------] |
| @upediashorts | [--] | [----------] | [---] | [---------] |
| @neuralnexus | [--] | [-------] | [--] | [---------] |
| @NeuralSpace_ | [--] | [-------] | [--] | [-------] |
| @bodyvue | [--] | [-------] | [--] | [------] |
| @animalshockmoments | [--] | [-------] | [--] | [------] |
| @neuraldsp | [--] | [------] | [--] | [------] |
| @aiwarehouse | [--] | [-------] | [--] | [------] |
| @theriversaintmusic | [--] | [---] | [--] | [------] |
| @cneuralnetwork | [--] | [------] | [--] | [------] |
Sentiment: 90%
Sentiment 24-Hour Time-Series Raw Data
Current Value: 90%
Daily Average: 73%
[--] Week: 81% +4%
[--] Month: 87% -5%
[--] Months: 87% +20%
[--] Year: 87% -5%
1-Year High: 98% on 2025-10-22
1-Year Low: 6% on 2025-06-20
Most Supportive Themes:
- AI and Neural Networks Advancements: (40%) Exploration of neural networks in various applications like deepfake detection, cybersecurity, protein simulations, autonomous vehicles, and brain-computer interfaces.
- Neural Network Applications in Science: (30%) Research and discoveries involving neural networks in scientific fields, such as enzyme discovery and understanding biological systems.
- Neural Data Privacy Laws: (15%) Legislation in Colorado, California, and Montana to protect neural data privacy from exploitation by consumer products.
Most Critical Themes:
- Understanding Complex Neural Networks: (70%) The challenge of fully understanding the internal logic and reasoning of complex neural networks due to their emergent and opaque nature.
- Ethical Implications of AI and Neural Networks: (30%) Concerns regarding the trustworthiness of AI-generated content and the potential for misuse of advanced neural network capabilities.
Top Neural News
Top news links shared on social in the last [--] hours
Showing a maximum of [--] news posts without a LunarCrush subscription.
"Neural population geometry and optimal coding of tasks with shared latent structure Nature Neuroscience The authors analytically determine how neuronal correlations and geometry collectively determine readout generalization across tasks and show how these geometric features follow distinct trajectories over the course of learning"
News Link @NaturePortfolio 2026-02-10T15:42Z 2.1M followers, 18.3K engagements
"Building compositional tasks with shared neural subspaces Nature The brain can flexibly perform multiple tasks by compositionally combining task-relevant neural representations"
News Link @NaturePortfolio 2025-11-26T18:00Z 2.1M followers, 37.9K engagements
"Subtle adversarial image manipulations influence both human and machine perception Nature Communications Artificial neural networks (ANNs) are vulnerable to subtle adversarial perturbations that yield misclassification errors. Here behavioral studies demonstrate that adversarial perturbations that fool ANNs similarly bias human choice"
News Link @NaturePortfolio 2025-06-17T20:20Z 2.1M followers, 2.3M engagements
"Behavioural and Neural Responses to Facial Disfigurement Scientific Reports Scientific Reports - Behavioural and Neural Responses to Facial Disfigurement"
News Link @NaturePortfolio 2025-03-31T12:50Z 2.1M followers, 464.7K engagements
Top Neural Social Posts
Top posts by engagements in the last [--] hours
Showing a maximum of [--] top social posts without a LunarCrush subscription.
"when you realize [--] hrs before exam ki aapki kharab lagne wali hai"
X Link @cneuralnetwork 2026-02-15T04:14Z 47.2K followers, [----] engagements
"Neuralink fans love the "telepathy" narrative but they forget that the real bottleneck isn't the vocal cordsit's the Shannon entropy of human cognition. Even with a terabyte-per-second link your brain still has a limited sampling rate for processing novel information. Transmitting "uncompressed cognition" is a pipe dream if the receiving neural network doesn't have the pre-trained weights to reconstruct the signal. We see this in high-performance inference every day: throughput is useless without a matching rollout capacity. Language isn't just "failed compression"; it's a protocol for shared"
X Link @GenAI_is_real 2026-02-15T02:31Z [----] followers, [----] engagements
"Old guy here. Early neural networks dude. Have experience with machine learning and LLM and all the fun math pattern stuff including hardware side. As I have been telling friends for the last few weeks and boring them to tears about API calls. The security side of giving it Card Blanche aint good. It actually cant really scale. API calls aint cheap. It is 99.9% hypeand just LLM garbage on simple simple tasks. Its great to tinker and fool around with on the agent side. Not close to anything AGI. And if you want to put it on your own hardware good luck. Non tech people are freaking aboutso does"
X Link @Recliningdad 2026-02-14T23:53Z [---] followers, [----] engagements
"WHO WOULD WIN - $2500+ of enterprise IT infrastructure - one $25 amazon slop device which doesnt really know what this Spanning Tree Protocol thing is 👏stop👏plugging👏weird👏shit👏into👏my👏network👏 👏stop👏plugging👏weird👏shit👏into👏my👏network👏"
X Link @mycoliza 2026-02-14T23:31Z 21.7K followers, 13.8K engagements
Limited data mode. Full metrics available with subscription: lunarcrush.com/pricing