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This work proposes RaiNet to jointly model multiscale water-quality dynamics and station-specific rainfall effects across relative lags and temporal scales and releases three real-world multimodal datasets comprising over 150,000 temporally aligned water quality observations and gridded precipitation raster images.
This survey synthesizes prediction interfaces, error measures, consistency--robustness trade-offs, and five representative construction mechanisms across online optimization, caching, learned data structures, graph problems, and mechanism design to define open problems in cost-aware prediction, endogenous error, semant...
This work proposes CAPSUM, a capacity-aware admission policy with an elastic specialization, CAPSUM-E, and implements an exact local offline dynamic program and compares against direct common-model baselines and documented source-derived adapters for EDP-A, OREO, and uEDC-L.
Shiva-DiT, based on Residual-Based Differentiable Top-k Selection, provides four fidelity-latency operating points and reaches a 1.54x wall-clock speedup with competitive fidelity.
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