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9 storiesInnovation
Preprint reports AI system for assigning hospital tasks across mixed robot fleets
A new arXiv preprint describes a model-based reinforcement-learning framework that assigns hospital requests to heterogeneous robots while adapting to forecast errors and newly arriving work. In a case study using real nursing-task requests from inpatient floors, the authors report near-complete service and lower…arxiv.orgIndustry
NEC fund backs Dexmate’s Vega wheeled humanoid robot, AI Insider reports
AI Insider reports that NEC’s Orchestrating Future Fund invested an undisclosed amount in Dexmate, a U.S. startup developing the Vega wheeled humanoid robot and an integrated physical AI platform.theaiinsider.techInnovation
CIDER paper reports a way to teach robots new skills without erasing old ones
An arXiv preprint introduces CIDER, a continual reinforcement-learning framework that, the authors report, lets one robot policy learn six household and industrial manipulation tasks while retaining previously learned behaviors.arxiv.orgInnovation
Preprint proposes interpretable deep learning for tactile material recognition
A new arXiv preprint describes three deep-learning routes for classifying materials from multisensory touch data and reports that thermal cues were consistently important. The authors say direct classification approached near-perfect accuracy, while models designed to reflect human perceptual stages performed less…arxiv.orgPolicy
BBC reports Barnsley schemes to train jobseekers in AI skills
The BBC reports that two UK government-backed schemes in Barnsley will provide AI training, paid placements and practical help for jobseekers.bbc.comInnovation
Preprint proposes influence-based error checks for AI used in Ariel spectroscopy
A new preprint describes an influence-function method intended to identify which training samples shape predictions and estimate spectral errors when ground-truth data is unavailable during space-mission operations.arxiv.orgProduct
McLeod and Augment integrate AI assistant into freight-broker workflows
Transport Topics reports that McLeod Software and Augment have connected Augie, an AI assistant, with McLeod’s PowerBroker system to automate carrier communications, compliance checks and shipment updates.ttnews.comInnovation
Preprint proposes an AI terrain encoder for quadruped robots
Researchers propose DELTA, an attention-based encoder that lets a quadruped robot focus on terrain evidence relevant to foot placement while keeping computation fixed as map resolution increases.arxiv.orgInnovation
Preprint gives discrete diffusion models an information-theoretic sampling guarantee
A new arXiv paper proposes samplers for discrete diffusion models whose required discretization steps depend on the target distribution’s internal dependence rather than directly on its dimension.arxiv.org
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