#symbolic-ai2 articles

2 articles

AINeutralarXiv – CS AI · 5h ago1

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SorryDB: Can AI Provers Complete Real-World Lean Theorems?

Researchers have introduced SorryDB, a dynamic benchmark for evaluating AI systems' ability to prove mathematical theorems using the Lean proof assistant. The benchmark draws from 78 real-world formalization projects and addresses limitations of static benchmarks by providing continuously updated tasks that better reflect community needs.

AIBullisharXiv – CS AI · 5h ago1

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Reinforcement Learning with Symbolic Reward Machines

Researchers propose Symbolic Reward Machines (SRMs) as an improvement over traditional Reward Machines in reinforcement learning, eliminating the need for manual user input while maintaining performance. SRMs process observations directly through symbolic formulas, making them more applicable to widely adopted RL frameworks.