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KnutJaegersberg 
posted an update about 18 hours ago
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Artificial Kuramoto Oscillatory Neurons

Artificial Kuramoto Oscillatory Neurons (AKOrN) differ from traditional artificial neurons by oscillating, rather than just turning on or off. Each neuron is represented by a rotating vector on a sphere, influenced by its connections to other neurons. This behavior is based on the Kuramoto model, which describes how oscillators (like neurons) tend to synchronize, similar to pendulums swinging in unison.

Key points:

Oscillating Neurons: Each AKOrN’s rotation is influenced by its connections, and they try to synchronize or oppose each other.
Synchronization: When neurons synchronize, they "bind," allowing the network to represent complex concepts (e.g., "a blue square toy") by compressing information.
Updating Mechanism: Neurons update their rotations based on connected neurons, input stimuli, and their natural frequency, using a Kuramoto update formula.
Network Structure: AKOrNs can be used in various network layers, with iterative blocks combining Kuramoto layers and feature extraction modules.
Reasoning: This model can perform reasoning tasks, like solving Sudoku puzzles, by adjusting neuron interactions.
Advantages: AKOrNs offer robust feature binding, reasoning capabilities, resistance to adversarial data, and well-calibrated uncertainty estimation.
In summary, AKOrN's oscillatory neurons and synchronization mechanisms enable the network to learn, reason, and handle complex tasks like image classification and object discovery with enhanced robustness and flexibility.

yt
https://www.youtube.com/watch?v=i3fRf6fb9ZM
paper
https://arxiv.org/html/2410.13821v1
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AdinaY 
posted an update 1 day ago
KnutJaegersberg 
posted an update 2 days ago
AdinaY 
posted an update 2 days ago
AdinaY 
posted an update 3 days ago
roseking 
posted an update 3 days ago
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📢 HuggingFace Daily Paper Newsletter (Multilingual)
🎯 Project Link: https://github.com/2404589803/hf-daily-paper-newsletter-multilingual
🌟 What is it?
An innovative open-source project that automatically collects the latest AI research papers from HuggingFace and translates them into multiple languages using InternLM-3, making cutting-edge AI research accessible to a global audience!
🚀 Key Features:
- 🤖 Automatic daily paper collection from HuggingFace
- 🌐 Supports 5 languages:
- 🇯🇵 Japanese
- 🇰🇷 Korean
- 🇪🇸 Spanish
- 🇫🇷 French
- 🇬🇧 English (original)
- ⚡ Powered by InternLM-3 for high-quality translations
- 🔄 Daily automated updates via GitHub Actions
- 📊 Structured JSON data format
- ⏰ Synchronized with Beijing time (UTC+8)
- 📝 Complete activity logging
🛠️ Technical Stack:
- Python
- InternLM-3 API
- GitHub Actions
- requests
- pytz
- openai
- gTTS
🔧 Easy Setup:
1. Clone the repository
2. Install dependencies with pip install -r requirements.txt
3. Set up your InternLM API key
4. Let GitHub Actions handle the rest!
📂 Data Organization:
- /Paper_metadata_download: Original English papers
- /Translated_papers:
- /ja: Japanese translations
- /ko: Korean translations
- /es: Spanish translations
- /fr: French translations
🤝 Powered By:
- [InternLM](https://internlm.org/) - Advanced translation model
- [HuggingFace](https://huggingface.co/) - Paper source


AdinaY 
posted an update 5 days ago
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What happened yesterday in the Chinese AI community? 🚀

T2A-01-HD 👉 https://hailuo.ai/audio
MiniMax's Text-to-Audio model, now in Hailuo AI, offers 300+ voices in 17+ languages and instant emotional voice cloning.

Tare 👉 https://www.trae.ai/
A new coding tool by Bytedance for professional developers, supporting English & Chinese with free access to Claude 3.5 and GPT-4 for a limited time.

DeepSeek-R1 Series 👉 deepseek-ai/deepseek-r1-678e1e131c0169c0bc89728d
Open-source reasoning models with MIT license by DeepSeek.

Kimi K 1.5 👉 https://github.com/MoonshotAI/Kimi-k1.5 | https://kimi.ai/
An O1-level multi-modal model by MoonShot AI, utilizing reinforcement learning with long and short-chain-of-thought and supporting up to 128k tokens.

And today…

Hunyuan 3D-2.0 👉 tencent/Hunyuan3D-2
A SoTA 3D synthesis system for high-res textured assets by Tencent Hunyuan , with open weights and code!

Stay tuned for more updates 👉 https://huggingface.co/zh-ai-community
AdinaY 
posted an update 5 days ago
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719
Hunyuan 3D 2.0🔥 a synthesis system for high-res textured 3D assets released by Tencent Hunyuan

2 key components: Hunyuan3D-DiT (geometry) and Hunyuan3D-Paint (textures) work together, achieving highly realistic 3D results.

Model: tencent/Hunyuan3D-2
Demo coming soon!
KnutJaegersberg 
posted an update 5 days ago
prithivMLmods 
posted an update 5 days ago