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Regeneration of used batteries via electrode–electrolyte interphase dissolution

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  1. Pruning LLMs Like a Physicist: Block Removal as an Ising Optimization Problem

    The authors cast transformer block removal as a constrained binary optimization problem equivalent to an Ising glass, using a Hessian‑derived energy as a proxy for downstream quality. Solving the resulting QUBO with classical or quantum‑inspired solvers yields up to 23 MMLU points improvement over prior block‑removal baselines at 50 % depth compression.

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