Neuro-symbolic AI
We see Neuro-symbolic AI as a pathway to achieve artificial general intelligence. By augmenting and combining the strengths of statistical AI, like machine learning, with the capabilities of human-like symbolic knowledge and reasoning, we're aiming to create a revolution in AI, rather than an evolution.
Our work
Disentangling visual attributes with neuro-vector-symbolic architectures, in-memory computing, and device noise
Technical noteAbu Sebastian, Abbas Rahimi, and Geethan Karunaratne- AI
- AI Hardware
- Neuro-symbolic AI
This AI could likely beat you at an IQ test
ResearchAbbas Rahimi and Michael Hersche- AI
- Neuro-symbolic AI
How IBM Research is accelerating discoveries in the fight against COVID-19
ResearchMike Murphy10 minute read- Exploratory Science
- Healthcare
- Impact Science
- Neuro-symbolic AI
AI, you have a lot of explaining to do
ReleaseDinesh Garg, Parag Singla, Dinesh Khandelwal, Shourya Aggarwal, Divyanshu Mandowara, and Vishwajeet Agrawal5 minute read- Explainable AI
- Generative AI
- Knowledge and Reasoning
- Natural Language Processing
- Neuro-symbolic AI
- Trustworthy AI
IBM, MIT and Harvard release “Common Sense AI” dataset at ICML 2021
ReleaseDan Gutfreund, Abhishek Bhandwaldar, and Chuang Gan6 minute read- AI
- Knowledge and Reasoning
- Neuro-symbolic AI
Mimicking the brain: Deep learning meets vector-symbolic AI
ResearchAbu Sebastian and Abbas Rahimi4 minute read- AI
- Neuro-symbolic AI
- See more of our work on Neuro-symbolic AI
Projects
Accelerator Technologies
We're developing technological solutions to assist subject matter experts with their scientific workflows by enabling the Human-AI co-creation process.
Publications
- Refaldi Intri Dwi Putra
- Tatsuya Ishikawa
- et al.
- 2024
- ICASSP 2024
- Samuele Ruffino
- Kumudu Geethan Karunaratne
- et al.
- 2024
- DATE 2024
- Reducing computational complexity of perception and reasoning by neuro-vector-symbolic architectures
- 2024
- DATE 2024
- Kinjal Basu
- Keerthiram Murugesan
- et al.
- 2024
- EACL 2024
- Inwon Kang
- Parikshit Ram
- et al.
- 2024
- AAAI 2024
- Maria Chang
- Achille Fokoue
- et al.
- 2024
- IAAI 2024
Neuro-symbolic AI research at the MIT-IBM Watson AI Lab
Read more about our work in neuro-symbolic AI from the MIT-IBM Watson AI Lab. Our researchers are working to usher in a new era of AI where machines can learn more like the way humans do, by connecting words with images and mastering abstract concepts.