The Hotan rose, a high-value specialty crop cultivated in Xinjiang, exhibits pronouncedly non-uniform flowering phenology, which has historically necessitated labor-intensive manual harvesting. To date, however, no integrated framework has been reported that concurrently addresses lightweight visual perception, precise...
Neither too conservative nor too liberal: routing R×C tables of independence to the most efficient valid test William J. Dwyer, MD, MPH, FAAP — Department of Mathematics and Statistics, University of Massachusetts Lowell, Lowell, MA, USA. ORCID 0009-0004-0855-7222. License: MIT for all code; CC BY 4.0 for documents, fi...
William Dwyer· Zenodo (CERN European Organi...· 0 citations
Replication package for the pre-geometric seed cosmology (Weller 2026: Cosmology from a Three-Bit Seed, 10.5281/zenodo.22586235, which is the program's single source of truth and supersedes the prior corpus documents wherever they differ). Every quantitative claim in the papers regenerates from this package: one script...
Scott Weller· Zenodo (CERN European Organi...· 0 citations
This article challenges the traditional categorization of second-order linear recurrence relations, such as the Fibonacci sequence, as purely discrete mathematical constructs relegated to Number Theory. By extending these systems to the continuous time domain, a hidden Complex Wave Mechanics is revealed, where solution...
Angel Deleito· Zenodo (CERN European Organi...· 0 citations
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A computational framework that integrates graph theory and integer programming to enable the efficient navigation of large chemical spaces and demonstrates the effectiveness of the proposed approach by navigating the chemical space of per- and polyfluoroalkyl substances (PFAS); this comprises approximately 15,000 molec...
U. M. Ikegwu, R. V. Van Lehn, Victor M. Zavala· Journal of Chemical Informat...· 0 citations
A graph G is k-geodetic edge traceable if every edge of G lies in at least one geodesic of length k. The maximum geodesic edge-covering number $$\textrm{gec}_{\max }(G)$$ is the minimum number of largest fixed-length geodesics that cover all edges of G. We study some properties of k-geodetic edge traceable graphs and e...
Satyam Guragain, Ravi Srivastava· National Academy Science Let...· 0 citations
A transformer's residual stream adds each layer's output to what came before, so the corpus-averaged Jacobian lens J = E[dh_final/dh_l] contains a copy of the identity by construction, and its share grows with depth as less transformation remains above the layer: at the deepest fitted layer of the six lenses read here...
Ikailo John Sessford· Zenodo (CERN European Organi...· 0 citations
This review considers how machine learning (ML), deep learning (DL), evolutionary optimization, reinforcement learning, and hybrid AI–mechanistic models can be utilized in municipal wastewater processes.
A. J. Otaru, Isaac Alhamdu Baba, O. B. Awe et al.· ChemBioEng Reviews· 0 citations
A new approach, FedLR, is proposed in this manuscript to remedy the problem of slacker devices, which provides all the benefits of FedAvg while reducing the communication costs between the devices.
A co-optimization research framework is proposed, incorporating pruning rate, quantization bit width, and aggregation weights into a unified optimization space, to strike a balance among global model accuracy, training energy consumption, and convergence speed under device resource constraints.
Yi-Wei Zeng· Applied and Computational En...· 0 citations
Smart cities rely on Internet of Things (IoT) sensing and Edge-to-Cloud computing infrastructures to deliver intelligent urban services with heterogeneous requirements. Safetycritical control loops require low latency and high availability, while planning and analytics workloads tolerate relaxed constraints. A single d...
Walid Abdallaoui, Mohammed Naas, Adyson M. Maia et al.· 0 citations
These demonstrations show that Skywing supports diverse decentralized algorithms while separating mathematical logic from communication and execution infrastructure, and serves as both a deployment framework for decentralized applications and a research platform for developing resilient mathematical algorithms.
Alyson Fox, Colin Ponce, Annika Mauro et al.· 0 citations
Jennifer Neville did not want to go into computer science—but that’s exactly where she landed. Neville discusses the starts and stops that led to her professional sweet spot and her work identifying “surprising failures” making it hard for AI to handle complexity. The post What AI gets wrong and what failure teaches us appeared first on Microsoft Research.
MIT News · Artificial Intelligence· news.mit.eduOct 2, 2026
