… AI-generated summary Intensive care units ICU generate long, dense and evolving streams of clinical information, where physicians must repeatedly reassess patient states under time pressure, underscoring a clear need for reliable AI decision support. …
… AI-generated summary A natural intuition about the economics of AI agents is that, because agents can be replicated at very low marginal cost, agent labor may be supplied highly elastically, placing downward pressure on cognitive-labor wages when it closely substitutes for human labor. …
… View arXiv page View PDF Project page GitHub 5 Add to collection Community We identify the Granularity Axis, a micro-to-macro latent direction that organizes social-role representations in language models and partially steers the scale of model reasoning. that granularity axis as the dominant laten… …
… At the Intra-Perplexity level, it back-propagates the same reward model to extract per-pixel gradient saliency , which is factored into spatial and temporal weights that concentrate optimization pressure on regions and frames where refinement yields the largest expected gain. …