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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

Alif Ashrafee

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Preprint Aug 2026

Restoring Without Forgetting: Continual Learning Across Image Degradations

The proposed Restoring without Forgetting (RwF) framework learns a lightweight adapter for each new degradation, eliminating forgetting by construction at a fraction of the cost of dedicated per-domain networks.

Alif Ashrafee, Bartosz Krawczyk · 0 citations

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