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cs.LG 1

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2026 1

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Parameter-efficient Quantum Multi-task Learning

cs.LG · 2026-04-15 · unverdicted · novelty 6.0

QMTL uses shared VQC encoding plus task-specific quantum ansatz heads to achieve linear parameter scaling with the number of tasks while matching or exceeding classical multi-task baselines on three benchmarks.

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  • Parameter-efficient Quantum Multi-task Learning cs.LG · 2026-04-15 · unverdicted · none · ref 2

    QMTL uses shared VQC encoding plus task-specific quantum ansatz heads to achieve linear parameter scaling with the number of tasks while matching or exceeding classical multi-task baselines on three benchmarks.