Abstract:Local-language administrative corpora lack labeled entities. Cross-lingual transfer with domain adapters improves place and organization recognition relative to scratch training.
Abstract:Rule-based HVAC schedules waste energy when occupancy is irregular. Reinforcement learning controllers reduce fan energy while holding CO2 within comfort bands in occupied hours.
Abstract:Fixed bus schedules fail when congestion varies by day. Robust route sets maintain on-time arrival probabilities with modest fleet increases versus deterministic shortest-path plans.
Abstract:Pump failures cascade into service outages when inspections are calendar-based. Digital twins fed by vibration and pressure streams prioritize interventions before catastrophic seal failures.
Abstract:Cover crop mixtures are promoted for disease suppression, yet microbiome responses remain poorly resolved. We sequence rhizosphere communities across monoculture and multi-species covers and link taxa to enzyme activities. Diversified covers enrich nitrogen-cycling guilds.
Abstract:Banks hesitate to share raw transaction features. Secure multiparty protocols compute ensemble fraud scores without revealing proprietary feature tables to peers.
Abstract:Peat carbon outcomes hinge on water table depth that is sparsely gauged. Sentinel indices calibrated to piezometers map seasonal drawdown and recovery across managed and degraded sites.
Abstract:Microtidal embayments preserve thin regressive sequences hard to correlate with open-coast curves. Oriented cores with dated peat contacts refine local relative sea-level indices.
Abstract:Rural immunization campaigns lose doses when coolers fail. Stochastic routing with failure scenarios reallocates spare capacity and reduces expected spoiled vials versus static tours.
Abstract:Electronic referral systems often ignore rural connectivity limits. Ethnography of clinic workflows documents paper and messaging workarounds that sustain continuity when portals fail.