Tasks

Tasks

The current leaderboard uses three measured-data tasks with fixed person splits. Each model runs three agent trials per task, with two coding experiments per episode.

01 · Causal estimation

Motion-robust pulse estimation

Estimate trailing eight-second heart rate every two seconds from wrist PPG and acceleration. ECG-derived references remain provisional.

Data
GalaxyPPG · 23 people
Budget
13 / 5 / 5 training / development / test people
TrainEvaluateSelect
02 · Forecasting

Core-temperature forecasting

Forecast measured rectal temperature at +5, +10 and +20 minutes from causal sensor history and demographics. Error is reported in °C.

Data
CORE cycling · 24 people
Budget
14 / 5 / 5 training / development / test people
TrainEvaluateSelect
03 · Unseen-person prediction

Load-carriage metabolic cost

Predict gross metabolic power in watts for level walking at 4 km/h with 0, 5, 10 or 15 kg load. All 189 available measurements are preserved.

Data
EVOBREATH · 48 people
Budget
28 / 10 / 10 training / development / test people
TrainEvaluateSelect