ECM Contracts: Versioned Interfaces for Embodied Agents
Discover ECM Contracts, a contract-aware, versioned framework enabling safe, governable capability interfaces for modular embodied AI agents.
Intra-Group Learning for Sequence Rewards: Token Gradient Fix
Explore design conditions for intra-group learning that stabilize sequence-level rewards via token gradient cancellation in reinforcement learning.
Adaptive Memory Crystallization Boosts AI Learning in Dynamic Environments
Discover how Adaptive Memory Crystallization enhances autonomous AI learning by reducing forgetting and improving knowledge retention in changing environme...
Understanding Grokking Delays in Arithmetic Transformers
Explore why transformers show delayed arithmetic generalization due to limited access to learned structures, with insights from encoder-decoder models.
Selective Measurement Boosts Forward-Forward Learning Accuracy
Discover how selective measurement and adaptive sparsity improve Forward-Forward learning, achieving up to 87.1% accuracy on Fashion-MNIST datasets.