DeepSeek R1 on how to build conscious AGI
•
5
Knut Jägersberg
KnutJaegersberg
AI & ML interests
NLP, opinion mining, narrative intelligence
Recent Activity
liked
a model
about 7 hours ago
Qwen/Qwen2.5-VL-72B-Instruct
liked
a model
about 10 hours ago
deepseek-ai/Janus-Pro-7B
posted
an
update
about 11 hours ago
Evolution and The Knightian Blindspot of Machine Learning
The paper discusses machine learning's limitations in addressing Knightian Uncertainty (KU), highlighting the fragility of models like reinforcement learning (RL) in unpredictable, open-world environments. KU refers to uncertainty that can't be quantified or predicted, a challenge that RL fails to handle due to its reliance on fixed data distributions and limited formalisms.
### Key Approaches:
1. **Artificial Life (ALife):** Simulating diverse, evolving systems to generate adaptability, mimicking biological evolution's robustness to unpredictable environments.
2. **Open-Endedness:** Creating AI systems capable of continuous innovation and adaptation, drawing inspiration from human creativity and scientific discovery.
3. **Revising RL Formalisms:** Modifying reinforcement learning (RL) models to handle dynamic, open-world environments by integrating more flexible assumptions and evolutionary strategies.
These approaches aim to address ML’s limitations in real-world uncertainty and move toward more adaptive, general intelligence.
https://arxiv.org/abs/2501.13075
Articles
Organizations
KnutJaegersberg's activity
liked
a
model
about 7 hours ago
liked
a
model
about 10 hours ago
liked
a
model
1 day ago
liked
2
models
3 days ago
liked
2
models
4 days ago
liked
4
models
5 days ago
liked
3
models
6 days ago
liked
a
Space
6 days ago
liked
a
model
7 days ago
liked
3
models
8 days ago
liked
a
model
9 days ago
