y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#long-range-dependencies News & Analysis

2 articles tagged with #long-range-dependencies. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 46/10
🧠

Learning Long Range Spatio-Temporal Representations over Continuous Time Dynamic Graphs with State Space Models

Researchers introduce CTDG-SSM, a novel state-space modeling framework for continuous-time dynamic graphs that captures long-range temporal and spatial patterns through a topology-aware memory mechanism. The approach achieves state-of-the-art results on dynamic link prediction, node classification, and sequence classification benchmarks, particularly excelling on datasets requiring long-range reasoning.

AINeutralarXiv – CS AI · May 126/10
🧠

FRACTAL: SSM with Fractional Recurrent Architecture for Computational Temporal Analysis of Long Sequences

Researchers introduce FRACTAL, a novel state space model architecture that integrates fractional measure theory to improve long-sequence modeling by balancing short-term sensitivity with long-term memory retention. The approach achieves 87.11% on the Long Range Arena benchmark, outperforming existing SSM models like S5, addressing a fundamental trade-off in temporal sequence analysis.