PyTorch
API: torch.binomial
Strategy: Direct Mapping
JAX (Core)
API: jax.random.binomial
Strategy: Plugin (inject_prng)
NumPy
API: np.random.binomial
Strategy: Direct Mapping
Keras
API: keras.random.binomial
Strategy: Direct Mapping
TensorFlow
API: tf.random.stateless_binomial
Strategy: Direct Mapping
Apple MLX
API: —
Strategy: Custom / Partial
Flax NNX
API: jax.random.binomial
Strategy: Plugin (inject_prng)
PaxML / Praxis
API: jax.random.binomial
Strategy: Plugin (inject_prng)