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A Unified Framework for Gradient Aggregation in Multi-Objective Optimization
arXiv:2605.30452v1 Announce Type: new Abstract: Many machine learning problems involve multiple inherent trade-offs that are best addressed by gradient-based multi-objective optimization (MOO) algorithms. Existing methods are often proposed with various motivations, analyzed case by case, and differ algorithmically in how the component gradients are aggregated at each step. In this work, we develop a unifying framework for gradient aggregation in MOO, establishing (optimal) rates of...
MAdam: Metric-Aware Multi-Objective Adam
Announce Type: new Abstract: Multi-objective optimization (MOO) underlies many machine learning problems, yet MOO solvers across the loss-balancing, gradient-balancing, and Pareto-based families almost universally hand their reconciled directions to Adam~\cite{kingma2015adam}. We show this coupling introduces two systematic gaps between the solver's intent and the optimizer's execution. The first is a \emph{weighting mismatch}: Adam's second-moment denominator entangles the time-varying...
Multilingual Fine-Tuning via Localized Gradient Conflict Resolution
arXiv:2606.05613v1 Announce Type: new Abstract: The rapid evolution of Large Language Models (LLMs) has established cross-lingual versatility as a defining feature of modern systems. However, fine-tuning these models frequently induces negative interference across languages. To address this, we reformulate multilingual fine-tuning as a multi-objective optimization (MOO) problem.
ParetoPilot: Zero-Surrogate Offline Multi-Objective Optimization via Infer-Perturb-Guide Diffusion
Announce Type: new Abstract: Offline multi-objective optimization (Offline MOO) aims to discover novel Pareto-optimal designs based on static datasets without expensive environment interactions. While recent generative methods have achieved notable success, they predominantly rely on external surrogate models. This dependency introduces significant computational overhead, suffers from deceptive evaluations, and deviates from the prevailing paradigm of jointly training mainstream generative...
Down the rabbit hole: Bangladeshi buffalo 'Trump' pardoned – brief history of animal sacrifices
We live in the era of viral animals, from Larry the Cat, the permanent fixture at 10 Downing Street, to Moo Deng, the cute pygmy hippo in Thailand, and Punch, the lonely monkey whose inability to make friends made the world go aww. Donald Trump the buffalo might be the latest addition to this pantheon. But long before the algorithm turned animals into celebrities, humans were already turning them into gods, omens, sacrifices, scapegoats and pardoned prisoners.
Marilyn's world 'fell apart' with one post. What happened next helped her heal
More funerals than birthdays: How grief taught this teenager about life Sun 7 Jun 2026 at 8:15am WARNING: Aboriginal and Torres Strait Islander people are advised that this article contains images and names of people who have died. At 12, Marilyn had a devastating thought.
What Dogs See That We Can’t
This is an edition of the Books Briefing, our editors’ weekly guide to the best in books. Humans used to spend a lot of time thinking about what separated us from animals. René Descartes, who wrote, “I think, therefore I am,” practiced vivisection on rabbits and dogs because he thought that they lacked consciousness.
President Trump announces pick for next attorney general and more top headlines
President Trump announces pick for next attorney general2. US announces breakthrough deal between Israel and Lebanon3. Democratic frontrunner drowns in scandalGHOST CANDIDATE — Suspended campaign roars back to life as Democratic frontrunner drowns in scandal.
Businesses and unions unite against Swiss immigration cap ahead of Sunday referendum
The initiative faces broad opposition across the government, parliament and business sector, but opinion polls suggest the vote could be tight. Business leaders and unions in Switzerland are mobilising ahead of a referendum on Sunday on capping immigration, which has triggered fears of dire impacts on employment and trade relations with the European Union. The vote will focus on a proposal by the hard-right Swiss People's Party (SVP) aimed at keeping the wealthy Alpine nation's population,...
C++: The Documentary
C++: The Documentary premiered today on YouTube, and it was great to be on the live chat with Bjarne and many other key folks who participated in C++’s history. I’m honored to have been one of hundreds of people who have played a part in advancing Bjarne’s wonderful project over the years. If you haven’t watched this yet, make it a weekend goal.