Web Reference: Nov 7, 2025 · Nested Learning treats a single ML model not as one continuous process, but as a system of interconnected, multi-level learning problems that are optimized simultaneously. Dec 31, 2025 · In this paper, we present a new learning paradigm, called Nested Learning (NL), that coherently represents a machine learning model with a set of nested, multi-level, and/or parallel optimization problems, each of which with its own context flow. In the previous section, we provided examples to demonstrate how one can decompose a machine learning model into a set of nested or multi-level optimization procedures.
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Last Updated: April 5, 2026

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Nested Learning & HOPE: Unlocking Continual Learning in AI Content
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