diff --git a/metastable_baselines/ppo/ppo.py b/metastable_baselines/ppo/ppo.py
index db37a33..3caec81 100644
--- a/metastable_baselines/ppo/ppo.py
+++ b/metastable_baselines/ppo/ppo.py
@@ -107,7 +107,6 @@ class PPO(GaussianRolloutCollectorAuxclass, OnPolicyAlgorithm):
         sde_sample_freq: int = -1,
         target_kl: Optional[float] = None,
         tensorboard_log: Optional[str] = None,
-        create_eval_env: bool = False,
         policy_kwargs: Optional[Dict[str, Any]] = {},
         verbose: int = 0,
         seed: Optional[int] = None,
@@ -141,7 +140,6 @@ class PPO(GaussianRolloutCollectorAuxclass, OnPolicyAlgorithm):
                 projection, WassersteinProjectionLayer)},
             verbose=verbose,
             device=device,
-            create_eval_env=create_eval_env,
             seed=seed,
             _init_setup_model=False,
             supported_action_spaces=(
@@ -428,11 +426,7 @@ class PPO(GaussianRolloutCollectorAuxclass, OnPolicyAlgorithm):
         total_timesteps: int,
         callback: MaybeCallback = None,
         log_interval: int = 1,
-        eval_env: Optional[GymEnv] = None,
-        eval_freq: int = -1,
-        n_eval_episodes: int = 5,
         tb_log_name: str = "PPO",
-        eval_log_path: Optional[str] = None,
         reset_num_timesteps: bool = True,
     ) -> "PPO":
 
@@ -440,10 +434,6 @@ class PPO(GaussianRolloutCollectorAuxclass, OnPolicyAlgorithm):
             total_timesteps=total_timesteps,
             callback=callback,
             log_interval=log_interval,
-            eval_env=eval_env,
-            eval_freq=eval_freq,
-            n_eval_episodes=n_eval_episodes,
             tb_log_name=tb_log_name,
-            eval_log_path=eval_log_path,
             reset_num_timesteps=reset_num_timesteps,
         )
diff --git a/metastable_baselines/sac/sac.py b/metastable_baselines/sac/sac.py
index 202d432..f733aec 100644
--- a/metastable_baselines/sac/sac.py
+++ b/metastable_baselines/sac/sac.py
@@ -121,7 +121,6 @@ class SAC(OffPolicyAlgorithm):
         sde_sample_freq: int = -1,
         use_sde_at_warmup: bool = False,
         tensorboard_log: Optional[str] = None,
-        create_eval_env: bool = False,
         action_coef: float = 0.0,
         policy_kwargs: Optional[Dict[str, Any]] = None,
         verbose: int = 0,
@@ -153,7 +152,6 @@ class SAC(OffPolicyAlgorithm):
             tensorboard_log=tensorboard_log,
             verbose=verbose,
             device=device,
-            create_eval_env=create_eval_env,
             seed=seed,
             use_sde=use_sde,
             sde_sample_freq=sde_sample_freq,