diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1098ef0..98b10ce 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,12 @@ To release a new version (e.g. from `1.0.0` -> `2.0.0`):
 
 ## [Unreleased]
 
+## [0.1.11] - 2024-04-08
+
+### Update for new version of flowMC
+### Unpin scipy
+### Add pymc as dependency
+
 ## [0.1.10] - 2024-04-03
 
 ### Keep Python 3.9 compatibility.
diff --git a/bayeux/__init__.py b/bayeux/__init__.py
index b2af432..231bcfa 100644
--- a/bayeux/__init__.py
+++ b/bayeux/__init__.py
@@ -16,7 +16,7 @@
 
 # A new PyPI release will be pushed everytime `__version__` is increased
 # When changing this, also update the CHANGELOG.md
-__version__ = '0.1.10'
+__version__ = '0.1.11'
 
 # Note: import <name> as <name> is required for names to be exported.
 # See PEP 484 & https://github.com/google/jax/issues/7570
diff --git a/bayeux/_src/mcmc/flowmc.py b/bayeux/_src/mcmc/flowmc.py
index b5376d5..f3bcd8f 100644
--- a/bayeux/_src/mcmc/flowmc.py
+++ b/bayeux/_src/mcmc/flowmc.py
@@ -31,9 +31,9 @@
 from bayeux._src import shared
 from flowMC.nfmodel import realNVP
 from flowMC.nfmodel import rqSpline
-from flowMC.sampler import HMC
-from flowMC.sampler import MALA
-from flowMC.sampler import Sampler
+from flowMC.proposal import HMC
+from flowMC.proposal import MALA
+from flowMC import Sampler
 import jax
 import jax.numpy as jnp
 
@@ -98,11 +98,8 @@ def get_local_sampler_kwargs(local_sampler, log_density, n_features, kwargs):
   sampler_kwargs.update(
       {k: defaults[k] for k in sampler_required if k in defaults})
   sampler_required = sampler_required - sampler_kwargs.keys()
-  if "params" in sampler_required:
-    sampler_kwargs["params"] = defaults
-  else:
-    sampler_kwargs["params"] = sampler_kwargs["params"] | defaults
-
+  sampler_kwargs.update(
+    {k: defaults[k] for k in sampler_kwargs if k in defaults})
   sampler_required = sampler_required - sampler_kwargs.keys()
 
   if sampler_required:
@@ -146,7 +143,7 @@ def get_sampler_kwargs(sampler, n_features, kwargs):
   sampler_kwargs.update(
       {k: defaults[k] for k in sampler_required if k in defaults})
   sampler_required = (sampler_required -
-                      {"nf_model", "local_sampler", "rng_key_set", "kwargs"})
+                      {"nf_model", "local_sampler", "rng_key", "kwargs"})
   sampler_required = sampler_required - sampler_kwargs.keys()
 
   if sampler_required:
@@ -208,16 +205,11 @@ def __call__(self, seed, **kwargs):
     nf_model = _NF_MODELS[self.nf_model]
     local_sampler = _LOCAL_SAMPLERS[self.local_sampler]
 
-    rng_key_init, rng_key_mcmc, rng_key_nf = jax.random.split(seed, 3)
-    rng_keys_mcmc = jax.random.split(rng_key_mcmc, num_chains)
-    rng_keys_nf, init_rng_keys_nf = jax.random.split(rng_key_nf, 2)
-
     model = nf_model(key=nf_key, **kwargs[nf_model])
     local_sampler = local_sampler(**kwargs[local_sampler])
     sampler = Sampler.Sampler
     nf_sampler = sampler(
-        rng_key_set=(
-            rng_key_init, rng_keys_mcmc, rng_keys_nf, init_rng_keys_nf),
+        rng_key=seed,
         local_sampler=local_sampler,
         nf_model=model,
         **kwargs[sampler])
diff --git a/bayeux/tests/mcmc_test.py b/bayeux/tests/mcmc_test.py
index 7fbb4fb..e1fff71 100644
--- a/bayeux/tests/mcmc_test.py
+++ b/bayeux/tests/mcmc_test.py
@@ -116,13 +116,13 @@ def test_return_pytree_flowmc():
 def test_samplers(method):
   # flowMC samplers are broken for 0 or 1 dimensions, so just test
   # everything on 2 dimensions for now.
-  model = bx.Model(log_density=lambda pt: jnp.sum(-pt["x"]**2),
-                   test_point={"x": jnp.ones((1, 2))})
+  model = bx.Model(log_density=lambda pt: -pt["x"]**2,
+                   test_point={"x": 1.})
   sampler = getattr(model.mcmc, method)
   seed = jax.random.PRNGKey(0)
   assert sampler.debug(seed=seed, verbosity=0)
   idata = sampler(seed=seed)
-  if method == "blackjax_hmc":
+  if method.endswith("hmc"):
     assert max_rhat(idata) < 1.2
   else:
     assert max_rhat(idata) < 1.1
diff --git a/pyproject.toml b/pyproject.toml
index 69757ea..e4739cd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,10 +21,10 @@ dependencies = [
   "optax",
   "optimistix",
   "blackjax",
-  "flowmc",
+  "flowmc>=0.3.0",
   "numpyro",
   "jaxopt",
-  "scipy<1.13",  # https://github.com/arviz-devs/arviz/issues/2336
+  "pymc",
 ]
 
 # `version` is automatically set by flit to use `bayeux.__version__`
@@ -44,7 +44,6 @@ dev = [
     "pytest-xdist",
     "pylint>=2.6.0",
     "pyink",
-    "pymc",
 ]