Загрузка видео...

Не удалось загрузить видео

На главную

"Generalization means being able to solve problems that the system hasn't been prepared for." Our latest work in #RSS2025 can automatically invent neural networks as state abstractions, which help robots generalize. Check it out here:

Bw_Li1024's profile picture

Bowen Li

1,138 subscribers

19,274 просмотров • 1 год назад •via X (Twitter)

#RSS2025
LIVE

Anya Rossi• Live Now

Private livecam show

Комментарии: 0

Нет доступных комментариев

Здесь появятся комментарии из оригинального поста

Похожие видео

Excited to share our latest work: “Bio-Inspired Plastic Neural Networks for Zero-Shot Out-of-Distribution Generalization in Complex Animal-Inspired Robots” 🪲🦎 We show that Hebbian learning outperforms LSTM-based adaptation for real-world transfer. It even works without domain randomization! It can handle: ✅ Uneven terrain ✅ Morphological damage ✅ Sim-to-real gaps
0:24

Excited to share our latest work: “Bio-Inspired Plastic Neural Networks for Zero-Shot Out-of-Distribution Generalization in Complex Animal-Inspired Robots” 🪲🦎 We show that Hebbian learning outperforms LSTM-based adaptation for real-world transfer. It even works without domain randomization! It can handle: ✅ Uneven terrain ✅ Morphological damage ✅ Sim-to-real gaps

Sebastian Risi

14,390 просмотров • 1 год назад

Many scientific problems hinge on finding interpretable formulas that fit data, but neural networks are the outright opposite! Check out our recent work that make neural networks modular and interpretable. If you have interesting datasets at hand, we're happy to collaborate!
0:21

Many scientific problems hinge on finding interpretable formulas that fit data, but neural networks are the outright opposite! Check out our recent work that make neural networks modular and interpretable. If you have interesting datasets at hand, we're happy to collaborate!

Ziming Liu

62,120 просмотров • 3 лет назад

Elon Musk: “In order to solve full self-driving properly, you have to solve real-world AI. The road networks are designed to work with a biological neural net — our brains — and with vision — our eyes. So, in order to make it work with computers, you need to solve real-world AI and vision. We need cameras and silicon neural nets for self-driving to work in a system designed for eyes and biological neural nets. When you put it that way, it’s quite obvious that the only way to solve full self-driving is to solve real-world AI and sophisticated vision.”
0:56

Elon Musk: “In order to solve full self-driving properly, you have to solve real-world AI. The road networks are designed to work with a biological neural net — our brains — and with vision — our eyes. So, in order to make it work with computers, you need to solve real-world AI and vision. We need cameras and silicon neural nets for self-driving to work in a system designed for eyes and biological neural nets. When you put it that way, it’s quite obvious that the only way to solve full self-driving is to solve real-world AI and sophisticated vision.”

Elonogy

14,228 просмотров • 8 дней назад

Elon Musk: The only way to solve full self-driving properly is to solve real-world AI. ”What are the road networks designed to work with? They're designed to work with a biological neural net, our brains, and with vision, our eyes. And so, in order to make it work with computers, you basically need to solve real-world AI and vision. We need cameras and silicon neural nets in order to have self-driving work for a system that was designed for eyes and biological neural nets. I guess when you put it that way, it's quite obvious that the only way to solve full self-driving is to solve real-world AI and sophisticated vision.” TED Interview, April 14, 2022
0:56

Elon Musk: The only way to solve full self-driving properly is to solve real-world AI. ”What are the road networks designed to work with? They're designed to work with a biological neural net, our brains, and with vision, our eyes. And so, in order to make it work with computers, you basically need to solve real-world AI and vision. We need cameras and silicon neural nets in order to have self-driving work for a system that was designed for eyes and biological neural nets. I guess when you put it that way, it's quite obvious that the only way to solve full self-driving is to solve real-world AI and sophisticated vision.” TED Interview, April 14, 2022

ELON CLIPS

20,411 просмотров • 1 год назад

ELON: TO SOLVE FULL SELF-DRIVING, YOU NEED TO SOLVE REAL-WORLD AI "What are the road networks designed to work with? They're designed to work with a biological neural net, our brains, and with vision, our eyes. And so, in order to make it work with computers, you basically need to solve real-world AI and vision. We need cameras and silicon neural nets in order to have self-driving work for a system that was designed for eyes and biological neural nets. I guess when you put it that way, it's quite obvious that the only way to solve full self-driving is to solve real-world AI and sophisticated vision." Source: Elon Musk TED Interview, April 2022
0:56

ELON: TO SOLVE FULL SELF-DRIVING, YOU NEED TO SOLVE REAL-WORLD AI "What are the road networks designed to work with? They're designed to work with a biological neural net, our brains, and with vision, our eyes. And so, in order to make it work with computers, you basically need to solve real-world AI and vision. We need cameras and silicon neural nets in order to have self-driving work for a system that was designed for eyes and biological neural nets. I guess when you put it that way, it's quite obvious that the only way to solve full self-driving is to solve real-world AI and sophisticated vision." Source: Elon Musk TED Interview, April 2022

Mario Nawfal

56,936 просмотров • 1 год назад

Fatima Gunning reacts to Minister Helen McEntee's plans to ask Department of Education how to solve problems it hasn't been able to solve thus far. Fatima Gunning
1:57

Fatima Gunning reacts to Minister Helen McEntee's plans to ask Department of Education how to solve problems it hasn't been able to solve thus far. Fatima Gunning

gript

26,818 просмотров • 1 год назад

“No mortal man, I repeat, can solve the problem of Rivers State. It's not a physical problem. Has the President been able to solve it???” — Pastor David Ibiyeomie says, as he Prays for Peace in Rivers State
1:43

“No mortal man, I repeat, can solve the problem of Rivers State. It's not a physical problem. Has the President been able to solve it???” — Pastor David Ibiyeomie says, as he Prays for Peace in Rivers State

Port Harcourt Socials

117,988 просмотров • 5 месяцев назад

Look at this our FBA brother invented something to help mankind yet Africans only invent problems they can’t even solve openly pooping in the streets no wonder they want us over there to do all the work
1:36

Look at this our FBA brother invented something to help mankind yet Africans only invent problems they can’t even solve openly pooping in the streets no wonder they want us over there to do all the work

Chris

178,965 просмотров • 11 месяцев назад

Liz Kendall: "... if they repeatedly refuse to take the action required Ofcom can apply for business disruptions, which means they wouldn't be able to have their services available in the UK" Susanna Reid: "And how often as that happened?" "It hasn't happened.."
0:29

Liz Kendall: "... if they repeatedly refuse to take the action required Ofcom can apply for business disruptions, which means they wouldn't be able to have their services available in the UK" Susanna Reid: "And how often as that happened?" "It hasn't happened.."

Saul Staniforth

36,432 просмотров • 16 дней назад

Democrat Rep. Al Green: "We have to have reparations. If money can solve problems for everybody else, it can solve some of our problems!"
0:52

Democrat Rep. Al Green: "We have to have reparations. If money can solve problems for everybody else, it can solve some of our problems!"

TheBlaze

423,693 просмотров • 13 дней назад

Democrat Rep. Al Green: "We have to have reparations. If money can solve problems for everybody else, it can solve some of our problems!"
0:52

Democrat Rep. Al Green: "We have to have reparations. If money can solve problems for everybody else, it can solve some of our problems!"

Defiant L’s

37,505 просмотров • 12 дней назад

🚨 UNCANNY VALLEY: NEXT TOKEN PREDICTION LACKS TRUE GENERALIZATION "Transforming neural nets can generalize a little bit, and they don't generalize as well as a human. You could train the next token predictor to do anything if you had enough resources. I don’t think the next token prediction is really the right paradigm to think about for AGI." Source: Ben Goertzel, Dr. Danish
3:05

🚨 UNCANNY VALLEY: NEXT TOKEN PREDICTION LACKS TRUE GENERALIZATION "Transforming neural nets can generalize a little bit, and they don't generalize as well as a human. You could train the next token predictor to do anything if you had enough resources. I don’t think the next token prediction is really the right paradigm to think about for AGI." Source: Ben Goertzel, Dr. Danish

Mario Nawfal

94,723 просмотров • 1 год назад

Interested in upgrading your Motion Matching system? Check out our #SIGGRAPH2024 work where we introduce *Codebook Matching* to train neural character controllers for synthesizing lifelike embodied animations in #Games and #VR! Project Page:
0:20

Interested in upgrading your Motion Matching system? Check out our #SIGGRAPH2024 work where we introduce *Codebook Matching* to train neural character controllers for synthesizing lifelike embodied animations in #Games and #VR! Project Page:

Sebastian Starke

18,645 просмотров • 2 лет назад

People don’t want politicians to pick fights with one another, they want us to work together to solve problems. We’re at the table and want to work with the Provinces to help solve some of the biggest challenges facing the nation, so we can help make Canada the very best country it can be.
1:17

People don’t want politicians to pick fights with one another, they want us to work together to solve problems. We’re at the table and want to work with the Provinces to help solve some of the biggest challenges facing the nation, so we can help make Canada the very best country it can be.

Sean Fraser

260,034 просмотров • 1 год назад

We believe AI can be a dedicated research partner to help discover the next breakthrough. Enter Co-Scientist: our latest Gemini-based multi-agent system that can generate, debate and evolve novel hypotheses for complex scientific problems 🧵
6:26

We believe AI can be a dedicated research partner to help discover the next breakthrough. Enter Co-Scientist: our latest Gemini-based multi-agent system that can generate, debate and evolve novel hypotheses for complex scientific problems 🧵

Google DeepMind

194,813 просмотров • 22 дней назад

Ever wondered what neural networks are and how they work? Systems like ChatGPT use neural networks to work as well as they do. Neural networks are composed of "layers" of neurons, layers with different functions; connections between layers called "weights"; and mathematical functions called "activation functions". If you’re interested in learning about these systems, check the comments. Ultimately, the neural network structure of the model serves to visually demonstrate that it is, in fact, a complex mathematical equation. When companies release the model's weights, they are releasing a key component needed to run the model's complete equation. Without the weights, the equation is incomplete. For the math-minded: the weights of a model are the learned numbers (they are variables during training) that are then used as constants in the mathematical functions that make up the model. Neural networks are ultimately just one big, hyper-complex mathematical function, and when a model is trained, it learns the constants associated with the high-dimensional input.
2:37

Ever wondered what neural networks are and how they work? Systems like ChatGPT use neural networks to work as well as they do. Neural networks are composed of "layers" of neurons, layers with different functions; connections between layers called "weights"; and mathematical functions called "activation functions". If you’re interested in learning about these systems, check the comments. Ultimately, the neural network structure of the model serves to visually demonstrate that it is, in fact, a complex mathematical equation. When companies release the model's weights, they are releasing a key component needed to run the model's complete equation. Without the weights, the equation is incomplete. For the math-minded: the weights of a model are the learned numbers (they are variables during training) that are then used as constants in the mathematical functions that make up the model. Neural networks are ultimately just one big, hyper-complex mathematical function, and when a model is trained, it learns the constants associated with the high-dimensional input.

Harper Carroll

28,368 просмотров • 7 месяцев назад

Drop the camera, and bang -- the robots do the job without camera calibration or additional data collection. We want robots to manipulate anywhere! Our new work, **Maniwhere**, enables robots to manipulate objects from any camera view with any background. Isn't this the generalization every roboticist is looking for? How do we achieve this with sim2real? You can check this thread from Zhecheng Yuan ! And the website is here:
0:29

Drop the camera, and bang -- the robots do the job without camera calibration or additional data collection. We want robots to manipulate anywhere! Our new work, **Maniwhere**, enables robots to manipulate objects from any camera view with any background. Isn't this the generalization every roboticist is looking for? How do we achieve this with sim2real? You can check this thread from Zhecheng Yuan ! And the website is here:

Huazhe Harry Xu

26,214 просмотров • 1 год назад

Our latest documentary, which is focused on the House of Among, the 11th Parliament of Uganda, is out. Check it out here.
1:12

Our latest documentary, which is focused on the House of Among, the 11th Parliament of Uganda, is out. Check it out here.

Agora Discourse

25,145 просмотров • 1 месяц назад

This is Cortical Cloud. Live neural networks that you can interact with and train! Now open to the public. What will you discover? Credits: Frank Yang and a big thank you and acknowledgement to the rest of the Cortical Labs team. Sign up for Cortical Cloud: Learn more about us: Check out our API: Check out our API Docs: Check out our Developer Guide: Join our Discord:
0:27

This is Cortical Cloud. Live neural networks that you can interact with and train! Now open to the public. What will you discover? Credits: Frank Yang and a big thank you and acknowledgement to the rest of the Cortical Labs team. Sign up for Cortical Cloud: Learn more about us: Check out our API: Check out our API Docs: Check out our Developer Guide: Join our Discord:

Cortical Labs

224,181 просмотров • 3 месяцев назад