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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Nam Soo Kim

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Open access Sep 2026

CDTS2: Causal Downstreamer with Causally Disentangled Trend and Seasonality Time-Series Representations

CDTS2 attains the highest Interventional Robustness Score (IRS) and Disentanglement–Completeness–Informativeness (DCI) metrics, indicating that it learns causally disentangled representations that remain robust under interventions.

Juhyun Lyu, Junghee Kim, Sang-Min Lee et al. · 0 citations
Preprint Aug 2026

MD-ProTector: Positioning Multiple Data-Driven Prototypes for LLM-Generated Text Detection

As LLM-generated content becomes more sophisticated, detection systems for distinguishing those texts from human-written text must operate at scale while handling diverse writing styles, domains, languages, and generator models. Input-only encoder detectors are suitable for practical deployment setting, but standard bi...

Jinmo Han, Ji-Min Hong, C. Moon et al. · 0 citations

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