contribution estimation 1LLM retrieval augmentation 1long-horizon reasoning 1manufacturing inspection 1memory management 1
From the 1 of 6 linked papers with an AI index.
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cs.AI2026
ConMem: Contribution-Aware Memory for Long-Horizon Manufacturing Inspection Logs
Bingchen Liu, Yuanyuan Fang, Lei Liu +6
ConMem is a memory framework that selects and retains the most diagnostically valuable segments of long‑horizon manufacturing inspection logs for LLM‑based analysis, using Shapley‑…
cs.AI2025
A Zero-shot Learning Method Based on Large Language Models for Multi-modal Knowledge Graph Embedding
Bingchen Liu, Jingchen Li, Yuanyuan Fang +1
Zero-shot learning (ZL) is crucial for tasks involving unseen categories, such as natural language processing, image classification, and cross-lingual transfer.Current applications…
cs.AI2024
Learn to Unlearn: Meta-Learning-Based Knowledge Graph Embedding Unlearning
Naixing Xu, Qian Li, Xu Wang +2
Knowledge graph (KG) embedding methods map entities and relations into continuous vector spaces, improving performance in tasks like link prediction and question answering. With ri…