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InductWave paper introduces inductive logical query answering for large knowledge graphs

By PulseAugur Editorial · [2 sources] ·

Researchers have introduced InductWave, a novel wavelet-based embedding method designed for inductive multi-hop logical query answering on large knowledge graphs. Unlike transductive methods that require all entities to be present during training, InductWave can reason over unseen entities, addressing resource limitations in real-world applications. The model demonstrates competitive performance with fewer message-passing layers, enabling evaluation on massive graphs like Wiki-KG and outperforming state-of-the-art models in many scenarios. AI

IMPACT This research could enable more efficient and scalable logical reasoning over vast knowledge graphs, impacting fields that rely on complex data analysis and inference.

RANK_REASON The cluster contains a research paper detailing a new method for logical query answering on knowledge graphs.

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

InductWave paper introduces inductive logical query answering for large knowledge graphs

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The cluster contains a research paper detailing a new method for logical query answering on knowledge graphs.
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COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Mayank Kharbanda, Michael Cochez, Rajiv Ratn Shah, Raghava Mutharaju ·

    InductWave: Inductive Multi-Hop Logical Query Answering on Knowledge Graphs

    arXiv:2607.07422v1 Announce Type: new Abstract: Logical Multi-Hop Query Answering over Knowledge Graphs (KGs) can be formulated as querying, with an implicit completeness assumption. Current works mainly focus on Existential First Order Logic (EFO) queries. These EFO queries cont…

  2. arXiv cs.AI TIER_1 English(EN) · Raghava Mutharaju ·

    InductWave: Inductive Multi-Hop Logical Query Answering on Knowledge Graphs

    Logical Multi-Hop Query Answering over Knowledge Graphs (KGs) can be formulated as querying, with an implicit completeness assumption. Current works mainly focus on Existential First Order Logic (EFO) queries. These EFO queries contain conjunction, disjunction, and negation opera…

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