#structured-memory News & Analysis

4 articles tagged with #structured-memory. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

4 articles

AIBullisharXiv – CS AI · Jun 117/10

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Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning

Researchers introduce TASM (Task-Aware Structured Memory), a training-free framework that optimizes how multi-modal large language models compress and retrieve information during in-context learning. The method addresses critical scalability limitations by using task-aware compression, structure-preserving token merging, and dynamic memory hierarchies to maintain performance while reducing computational costs.

AI × CryptoBullisharXiv – CS AI · Jun 236/10

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AlphaMemo: Structured Search-Process Memory for Self-Evolving Alpha Mining Agents

AlphaMemo is a new LLM-based agent framework that improves automated financial factor discovery by using structured memory of past search patterns rather than naive trajectory replay. The system records reusable evidence about which code modifications succeed or fail in specific contexts, demonstrating better out-of-sample performance on major indices while reducing redundant exploration.

AIBullisharXiv – CS AI · Mar 66/10

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STRUCTUREDAGENT: Planning with AND/OR Trees for Long-Horizon Web Tasks

Researchers propose STRUCTUREDAGENT, a new AI framework that uses hierarchical planning with AND/OR trees to improve web agent performance on complex, long-horizon tasks. The system addresses limitations in current LLM-based agents through better memory tracking and structured planning approaches.

AIBullisharXiv – CS AI · Mar 37/107

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Semantic XPath: Structured Agentic Memory Access for Conversational AI

Researchers have developed Semantic XPath, a tree-structured memory system for conversational AI that improves performance by 176.7% over traditional methods while using only 9.1% of the tokens. The system addresses scalability issues in long-term AI conversations by efficiently accessing and updating structured memory instead of appending growing conversation history.