Unconventional Pathways Toward Strong Artificial Intelligence on August 31-September 04, 2026 in Gubbio, Italy

Artificial Intelligence has recently experienced remarkable progress, largely driven by deep learning and Big data. Systems based on Large Language Models and other foundation models have demonstrated impressive capabilities across a wide range of tasks. However, these approaches remain fundamentally limited forms of narrow intelligence, often lacking robustness, reasoning depth, long-term autonomy, and genuine understanding.

The goal of this workshop is to explore unconventional and forward-looking research directions that may contribute to the development of Strong AI or Artificial General Intelligence (AGI). We aim to create a forum for discussing ideas that go beyond current dominant paradigms and investigate alternative physical, computational, cognitive, and theoretical frameworks for machine intelligence.

The workshop welcomes contributions that challenge existing assumptions and propose novel architectures, learning principles, and interdisciplinary perspectives, including insights from physics, chemistry, neuroscience, cognitive science, and embodied intelligence. By bringing together researchers interested in bold and emerging ideas, the workshop aims to stimulate discussion on the foundations, limits, and future trajectories of AI.

CALL FOR PAPERS

We invite researchers to submit original papers or visionary perspectives, addressing unconventional approaches toward the development of Strong AI. Submissions that challenge prevailing assumptions and explore novel paradigms are particularly encouraged.

The workshop aims to foster open discussion and interdisciplinary exchange on emerging ideas that may shape the next generation of artificial intelligence.

Topics include, but are not limited to:

•     Novel architectures for general artificial intelligence
•     New theoretical foundations of machine intelligence
•     Limitations of current deep learning paradigms
•     Agent based distributed systems
•     Neuro-inspired and brain-inspired AI
•     Ambient aware and embodied and situated intelligence
•     Cognitive architectures and models of reasoning
•     Complex systems and emergent intelligence
•     AI and insights from neuroscience, psychology, and biology

VENUE

Castello di Baccaresca

The Unconventional Pathways Toward Strong Artificial Intelligence will be held at Castello di Baccaresca Resort, a beautifully restored medieval fortress nestled in the Umbrian countryside near Gubbio. Surrounded by rolling hills and centuries of history, the castle offers a unique and inspiring setting that blends heritage, nature, and modern comfort.

Reservations will be handled by the organizers upon acceptance of participation (via the form).

Partecipant fee: € 790

Accompanying person: € 495

*Partecipation fee includes: 4 nights, 6 meals, 3 coffee breaks, 3 aperitifs, excursion and social dinner.