Seedlabs

Research themes

We read thousands of recent papers and group them into themes. Each theme is a living overview — what the evidence shows, where it disagrees, the ideas built on it, and the opportunities still open. Every claim links to its paper.

Physical Sciences

Vehicle Emissions and Performance

Analysis of vehicular pollutants including exhaust gases (NOx, CO, NH3), particulate matter, and non-exhaust emissions (tire and brake wear) across different temperatures and operating conditions.

  • Zero-Cal In-Situ Stack Gas Analyzer
  • Spec-to-Layup Stiffness Solver
  • Climate-Commitment Credit Exposure Score

87 papers · 109 ideas

Urban Stormwater and Fluid Management

The intersection of fluid dynamics in porous media, wastewater treatment, and the economic sustainability of water utility systems.

  • Bank Climate-Exit Deal Screener
  • FaceLog: Back-Calculated Ground-Quality Log from TBM Performance Data
  • BoulderAhead: Pre-Bid Boulder Forecast for Tunnels in Melange Ground

20 papers · 97 ideas

Vehicle Dynamics and Control

The intersection of vehicle mechanical dynamics, advanced control algorithms for performance and comfort, and urban mobility infrastructure.

  • Wear-Stage Auto-Labeler for Bearing Qualification Test Benches
  • Loop-Role Tuning Advisor: objective-first PID tuning for refinery level and dead-time loops
  • PSD-to-Rainflow Vibration Fatigue Screener

44 papers · 52 ideas

Electric Vehicles and Infrastructure

The intersection of EV powertrain efficiency, wireless charging infrastructure, grid integration, and consumer adoption factors.

  • Drive-By Legibility Audit for EV Charging Plazas
  • Preflight Energy Reserve Planner for Electric Aircraft
  • Dynamic Low-Carbon EV Charging Scheduler

52 papers · 27 ideas

Photonic and Optical Devices

High-capacity optical interconnects, multiplexing technologies, and fiber-based laser systems.

  • Stark-Rescue Qubit Reclamation Service
  • Poled-Film Qualification and Lifetime Certification Service
  • PulseForge: Hamiltonian-to-Waveform Control Designer

34 papers · 25 ideas

Cross-Domain Digital Twin Integration

The application of dynamic virtual replicas (Digital Twins) and deterministic networking to optimize infrastructure, energy, and healthcare systems.

  • Pre-Registered Certification Dossier Generator for ML Real-Time Controllers
  • EU Digital Twin Compliance Checker
  • Tritium Startup & Breeding Ledger for DT Fusion Operators

17 papers · 19 ideas

Cognitive-Adaptive Visual Analytics

The intersection of cognitive load measurement, multimodal interaction, and adaptive visual interfaces to optimize information processing.

  • Golden-Fingerprint Batch Checker for Soft-Food QC
  • TourSync: CI for Dashboard Onboarding Tours
  • Win-Probability Card for Rank-Based A/B Tests

30 papers · 115 ideas

Hybrid Graph-Based Memory and Scheduling

The intersection of graph-based memory architectures, deterministic scheduling for low-latency systems, and formal verification of concurrent systems.

  • PauseProbe — Timed Point-of-Care Ultrasound Workflow for Cardiac Arrest
  • GasSaturate: Equivalence-Guaranteed Gas Optimizer for Smart Contracts
  • Aortic Surveillance Scheduler — ESVS 2026-Coded Follow-Up Engine

17 papers · 96 ideas

Cross-Corpus Speech Emotion Recognition

The development and evaluation of systems capable of recognizing human emotion from speech across different datasets, languages, and recording conditions.

  • Scribe Sign-Off Cross-Check: Automated Accuracy Flags for AI-Drafted Notes
  • Zero-Shot VUS Rescue for Rare-Disease Genomes
  • Scribe Bake-Off: Randomized Head-to-Head Vendor Trials Before Health-System Procurement

24 papers · 71 ideas

Aesthetic Perception and Analysis

The intersection of computational image analysis, neurobiological aesthetic experience, and the detection of synthetic media artifacts.

  • CuspMap: Automated GCUSP Color-Conversion API for Print-on-Demand
  • GamutFit: Substrate & Press Ranking by Color-Gamut Containment
  • RadianceCrop: Aesthetic Auto-Crop on HDR Radiance Maps for Product Photography

8 papers · 13 ideas

More fields: Mathematics (29) · Materials Science (22) · Earth and Planetary Sciences (18) · Energy (3)

Social Sciences

More fields: Arts and Humanities (82) · Business, Management and Accounting (19) · Economics, Econometrics and Finance (14) · Decision Sciences (13)

Health Sciences

More fields: Health Professions (12) · Veterinary (1)

Life Sciences