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Abductive Reasoning

2 articles · Page 1 of 1
Data Party THU
Data Party THU
Jul 28, 2026 · Artificial Intelligence

Can AI with Pre‑1905 Knowledge Become the Next Einstein? DeepMind Examines the Missing Step

The article reviews DeepMind’s “LLMs can’t jump” paper, arguing that even if large language models are fed all scientific knowledge up to 1905, they still cannot recreate Einstein’s breakthrough because they lack the abductive jump from physical intuition to new axioms, a capability that requires interactive world models and physical priors.

Abductive ReasoningArtificial IntelligenceLarge Language Models
0 likes · 8 min read
Can AI with Pre‑1905 Knowledge Become the Next Einstein? DeepMind Examines the Missing Step
Machine Heart
Machine Heart
Jun 7, 2026 · Artificial Intelligence

How GoS Gives Agents a Shared Belief State for True Multi-Agent Collaboration

The paper introduces Graph of States (GoS), a neural‑symbolic framework that equips multi‑agent systems with an explicit, maintainable belief state, enabling backtracking and drill‑down during long‑horizon abductive tasks such as medical diagnosis and distributed‑system fault analysis, and demonstrates superior Match and Relevant scores over existing baselines.

AIOpsAbductive ReasoningLarge Language Models
0 likes · 11 min read
How GoS Gives Agents a Shared Belief State for True Multi-Agent Collaboration