OPTIMUS
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OPTIMUS-Prime: Minimal and Sufficient Concept Explanations for Deep Vision Models
Announce Type: new Abstract: The growing demand for transparency in automated decision-making has propelled eXplainable Artificial Intelligence (XAI) to the forefront of machine learning research. In computer vision, however, existing explanation methods often prioritize end-user accessibility at the expense of formal guarantees, leaving a critical gap between practical utility and theoretical rigor. In this paper, we address this gap by introducing OPTIMUS, a novel framework for generating...
Investors bet humanoid robots will transform industry and homes over the next decade
Softbank CEO Masayoshi Son told CNBC this week that physical AI and robotics were where he saw the next trillion-dollar company emerging from. Humanoid robots, designed to mimic human movement and capabilities, have been hitting headlines in recent years, from their use as baggage handlers at Japanese airports to Tesla's big bet on its Optimus humanoid. Market watchers have predicted that the machines will change the world over the next decade and forecast that the industry will grow...
Do Foundation Models See Biology? Evaluating Attention Coherence with Spatial Transcriptomics in Glioblastoma
Announce Type: new Abstract: Whether attention maps from pathology foundation models capture genuine biology remains unknown, yet this question is critical for clinical trust and regulatory approval. We propose a spatial transcriptomics-based framework for orthogonal, hypothesis-free evaluation of attention and apply it to five pathology foundation models (CONCH v1.5, UNI v2, Virchow2, GigaPath, H-Optimus-1) and a ResNet50 baseline. Using attention-based multiple instance learning, we train...
Lauf eElja Electric Mountain Bike Review: Power Trip
At 37.7 pounds, it’s just a few pounds heavier than my traditional mountain bike. And yet, with a motor capable of providing 350 watts of assistance expertly hidden in the bottom bracket, the new eElja is anything but a traditional bike. Over the past decade or so, Icelandic brand Lauf became most well known for its innovative front suspension.
Meta acquires robotics AI startup as it makes the push into humanoid machines
Meta acquires robotics AI startup as it makes the push into humanoid machines Meta has purchased Assured Robot Intelligence (ARI), a startup company that's building artificial intelligence for robots in order to "address critical challenges" in "high-value labor markets." The company is already working on robot hardware and AI in-house, but a spokesperson told Bloomberg that ARI "will bring a deep expertise in how [it] can design [its] models and frontier capabilities for robot control and...