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docs: add Hierarchical Refinement tutorial notebook#685

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docs: add Hierarchical Refinement tutorial notebook#685
alban-geron wants to merge 1 commit intoott-jax:mainfrom
alban-geron:feature/hiref-tutorial

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Introduces a new tutorial notebook demonstrating Hierarchical Refinement (HiRef), based on the paper "Hierarchical Refinement: Optimal Transport to Infinity and Beyond" (https://arxiv.org/abs/2503.03025). Includes an implementation of the rank-annealing Schedule, a wrapper for the low-rank OT sub-routine using OTT's linear geometry, and a comparative visualization against standard Sinkhorn and LRSinkhorn.

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