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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

SoYeop Yoo

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Open access Sep 2026

CARE-MoE: Conflict-Aware Routing-Guided Expert Mixture-of-Experts for Continual Learning

Continual learning (CL) aims to learn new tasks sequentially while retaining prior knowledge. Although recent mixture-of-experts (MoE) architectures mitigate catastrophic forgetting by reducing global parameter sharing, they introduce a new bottleneck: expert-level interference. Because multiple tasks inevitably share...

SeonGyoung Lee, DaeHo Kim, SoYeop Yoo et al. · 0 citations
Book Open access Aug 2026

Learning to Forget: Emotional Salience as a Compression Mechanism for Long-Term AI Memory

The Affective Memory Architecture is introduced, drawing from the amygdala's role in memory modulation to equip AI agents with the essential capacity to actively forget, fundamentally shifting the goal of AI memory from total recall to meaningful retention.

SoYeop Yoo, Sunghoon Im · 0 citations
Book Open access Aug 2026

Learning to Forget: Emotional Salience as a Compression Mechanism for Long-Term AI Memory

Recent advancements in Large Language Model (LLM) agents have largely focused on extending context windows or implementing massive Retrieval-Augmented Generation (RAG) systems to retain long-term history. However, this store-everything approach causes high computational costs and digital hoarding, paradoxically leading...

SoYeop Yoo, Sunghoon Im · 0 citations

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