#dynamic knowledge graphs
2 resultscs.AI2026
PIE-APT: A Unified Framework for Temporal Planning and Contradiction Hunting via Incremental Direct-Derivation Abduction
Amir Hossein Sharafi, Alireza Shahbazi
The paper presents PIE-APT, a unified framework that combines incremental direct-derivation abduction (PIE-Abducer) with abductive temporal planning (PIE-APT) to reason and plan ov…
#temporal planning#abductive reasoning#description logic#dynamic knowledge graphs
cs.CV2026
EvoGraph-R1: Self-Evolving Multimodal Knowledge Hypergraphs for Agentic Retrieval
Jiashi Lin, Changhong Jiang, Xiangru Lin +12
The paper proposes EvoGraph-R1, a framework that lets a retrieval agent dynamically evolve multimodal knowledge hypergraphs through actions like retrieval, web search, and graph ed…
#retrieval-augmented generation#dynamic knowledge graphs#graph-based reasoning#multimodal VQA