Will there be a "big breakthrough" in spiking neural networks in the next year?
16
Ṁ280Ṁ447resolved Jun 22
Resolved
NO1H
6H
1D
1W
1M
ALL
In this interview (https://www.youtube.com/watch?v=4Otcau-C_Yc), Geoff Hinton responded to a question about the next big thing in AI with an answer the *one* potential big thing is a better learning algorithm for spiking neural networks. This question will resolve positively if, a year from now, someone has proposed or I've seen something that qualifies as a big breakthrough in learning algorithms (or results) from spiking neural networks. If I can't come to a binary conclusion about the question, I'll resolve to the probability that best captures my uncertainty about the answer.
Examples of potential big breakthroughs:
* Discovering a learning algorithm for spiking neural networks that appears to have scaling properties and hardware compatibility analogous to current NNs (transformers in particular) with backprop.
* A competitive or state-of-the-art result with spiking NNs on a popular benchmark.
Please leave more ideas for potential qualifying "big breakthroughs" in the comments!
This question is managed and resolved by Manifold.
Market context
Get
1,000 to start trading!
🏅 Top traders
| # | Trader | Total profit |
|---|---|---|
| 1 | Ṁ34 | |
| 2 | Ṁ23 | |
| 3 | Ṁ11 | |
| 4 | Ṁ10 | |
| 5 | Ṁ9 |
People are also trading
Related questions
By EOY 2026, will it seem as if deep learning hit a wall by EOY 2025?
7% chance
Will there be a significant advancement in frontier AI model architecture by end of year 2026?
25% chance
What will be the parameter count (in trillions) of the largest neural network by the end of 2030?
In 2026, will it be apparent deep learning hit a non-transient wall at some point in 2023-2025?
21% chance
Will async SGD become the main large-scale NN optimization method before 2031?
72% chance
Will transformer architectures lose their dominant position in deep learning before 2028?
15% chance
Between 2030 and 2035 there will be evidence of different models of neural network collaborating better with eachother
56% chance
Will an AI make a new breakthrough on the hardest math problems, as defined by Epoch AI, by the end of 2027?
50% chance
Will a new lab create a top-performing AI frontier model before 2028?
87% chance
Which of the following breakthroughs will Deepmind achieve by 2030?