y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#causal-graphs News & Analysis

2 articles tagged with #causal-graphs. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv โ€“ CS AI ยท Mar 26/1023
๐Ÿง 

From Flat Logs to Causal Graphs: Hierarchical Failure Attribution for LLM-based Multi-Agent Systems

Researchers introduce CHIEF, a new framework that improves failure analysis in LLM-powered multi-agent systems by transforming execution logs into hierarchical causal graphs. The system uses oracle-guided backtracking and counterfactual attribution to better identify root causes of failures, outperforming existing methods on benchmark tests.

AIBullisharXiv โ€“ CS AI ยท Apr 65/10
๐Ÿง 

Efficient Causal Graph Discovery Using Large Language Models

Researchers propose a new framework using Large Language Models for causal graph discovery that requires only linear queries instead of quadratic, making it more efficient for larger datasets. The method uses breadth-first search and can incorporate observational data, achieving state-of-the-art results on real-world causal graphs.