With the ICML 2026 deadline, I forgot to mention that together with Sofiane Tanji and Yassine Laguel, we have a new preprint Fairness-informed Pareto Optimization: An Efficient Bilevel Framework. If you like fairness or multiobjective optimization or bilevel optimization, you won’t be disappointed to skim it!