Adaptive Pluralistic Alignment
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Adaptive Pluralistic Alignment: A pipeline for dynamic artificial democracy
Announce Type: replace Abstract: Prevailing alignment methods target a fixed set of preferences and therefore risk forcing value lock-in as societal norms evolve over time. We introduce Adaptive Pluralistic Alignment (APA), a modular pipeline for updating pluralistically aligned AI systems to track evolving values and avoid value lock-in without repeating costly pretraining or large-scale data collection. APA has three stages: (1) learning compact personalized reward models via low-rank...
A Persona-Based Evaluation Framework for Pluralistic Alignment in Generative AI
arXiv:2605.31021v1 Announce Type: new Abstract: Current alignment paradigms for generative artificial intelligence rely predominantly on monolithic benchmarking frameworks that reduce the plurality of human judgment to aggregated statistical baselines, thereby obscuring cultural, demographic, and contextual variability in evaluation. We introduce a state-space constrained emulation framework for AI evaluation that replaces singular assessment functions with a structured manifold of synthetic...
The people who actually want AI to replace humanity
“I want AI to be a tool that allows human flourishing!” exclaimed Brad Carson, a former member of Congress. “There is an option out there where AI is just a tool for us.” The people who actually want AI to replace humanity We need to create a new humanism before the “AI successionists” win.
Commentary: Have the US and India become regional rivals?
Commentary: Have the US and India become regional rivals? The US now views India less as a strategic partner to be nurtured than as a regional and economic rival to be contained, says this writer. On his recent visit to India, US Secretary of State Marco Rubio predictably touted India as one of America’s “most important strategic partners,” citing the two countries’ shared values, “people-to-people ties” and strategic alignment on “all of the key issues that will define the new century”.