AKGR: Awesome Knowledge Graph Reasoning is a collection of knowledge graph reasoning works, including papers, codes and datasets

A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects

[NLPCC 2023] Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings with Language Models

A blueprint for a synthetic mind. This AI strategist doesn't just reason; it proactively gathers real-time data and simulates future outcomes. Its cognitive architecture features a parallel Cognitive Loop with metacognition and focused attention, all defined in a symbolic, LLM-to-LLM protocol.

This theory proposes a constructive framework that inductively compresses knowledge by abstracting patterns from minimal observations. It enables compact, generalized knowledge models adaptable across various contexts. 本理論は、最小限の観測からパターンを抽出し、知識を帰納的に圧縮する構成的枠組みを提案します。多様な文脈に適応可能な、汎用性の高い知識モデルの構築を可能にします。