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2 results for “memory evolution”
SPIN Processed News Frame: The Hype
SDAM: Structure-Difference-Aware Memory Evolution for Complex Text-to-SQL
Researchers introduced SDAM, a new memory evolution mechanism for text-to-SQL systems that improves structural analysis and schema alignment, achieving measurable gains on BIRD-dev (+2.0) and Spider-test (+0.4) benchmarks.
Spin 45% Claim Present in Source AI Risk Moderate
arXiv Computation and Language
Aug 14, 2026
SPIN Processed News Frame: The Hype
Controlled Memory Interference in Continual LLM Agents
Researchers introduce Controlled Memory Interference (CMI), a diagnostic and data-generation framework to study how long-term memory in continual LLM agents evolves under competing memory relationships — revealing that interference, not just scale, critically impacts update plasticity and stability.
Spin 45% Claim Present in Source AI Risk Moderate
arXiv Artificial Intelligence
Aug 11, 2026