diff --git a/.gitignore b/.gitignore
index 4ceb2bb..65210fe 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,3 +17,4 @@ pom.xml.asc
 /out/
 /.clj-kondo/.cache/
 /cljs-test-runner-out/
+.lsp
diff --git a/src/gensql/inference/gpm/conditioned.cljc b/src/gensql/inference/gpm/conditioned.cljc
index e63d326..1929335 100644
--- a/src/gensql/inference/gpm/conditioned.cljc
+++ b/src/gensql/inference/gpm/conditioned.cljc
@@ -11,6 +11,18 @@
     (let [merged-conditions (merge conditions simulate-conditions)]
       (gpm.proto/simulate gpm targets merged-conditions)))
 
+  gpm.proto/LogProb
+  (logprob [_ event]
+      (let [
+        expression_list (map (fn [[variable value]] `(~'= ~variable ~value)) conditions)
+        conditions_event
+        (if (< 1 (count expression_list))
+          `(~'and ~@expression_list)
+          (first expression_list))
+        merged-event `(~'and ~conditions_event ~event)
+      ]
+      (gpm.proto/logprob gpm merged-event)))
+
   gpm.proto/Variables
   (variables [_]
     (gpm.proto/variables gpm))
diff --git a/src/gensql/inference/gpm/crosscat.cljc b/src/gensql/inference/gpm/crosscat.cljc
index a6e5dd3..e184fba 100644
--- a/src/gensql/inference/gpm/crosscat.cljc
+++ b/src/gensql/inference/gpm/crosscat.cljc
@@ -81,7 +81,7 @@
       ;; If targets are the same as constraints, the logpdf is 0.
       (cond
         (= targets constraints)
-        0.0
+        0.0 ;; Should be ##Inf for continuous functions
         ;; If the targets and constraints are not equal but the overlapping parts are,
         ;; just remove the overlapping keys and recur the scores. 
         (every? (fn [shared-key]
@@ -102,11 +102,11 @@
     ;; Catch overlap of targets and constraints and assure constraint is sampled. 
     (let [intersection (set/intersection (set targets) (set (keys constraints)))
           unconstrained-targets (vec (remove intersection (set targets)))]
-        (->> views
-             (map (fn [[_ view]]
-                    (gpm.proto/simulate view unconstrained-targets constraints)))
-             (filter not-empty)
-             (apply merge (select-keys constraints intersection)))))
+      (->> views
+           (map (fn [[_ view]]
+                  (gpm.proto/simulate view unconstrained-targets constraints)))
+           (filter not-empty)
+           (apply merge (select-keys constraints intersection)))))
   gpm.proto/Incorporate
   (incorporate [this x]
     (let [row-id (gensym)]
diff --git a/src/gensql/inference/gpm/ensemble.cljc b/src/gensql/inference/gpm/ensemble.cljc
index b45c20d..05ba026 100644
--- a/src/gensql/inference/gpm/ensemble.cljc
+++ b/src/gensql/inference/gpm/ensemble.cljc
@@ -21,22 +21,27 @@
     (.sample ed)))
 
 (defrecord Ensemble [gpms]
+  gpm.proto/LogProb
+  (logprob [_ event]
+    (let [logprobs (map #(gpm.proto/logprob % event) gpms)]
+      (utils/logmeanexp logprobs)))
+
   gpm.proto/GPM
   (simulate [_ targets constraints]
     (let [gpm (if-not (seq constraints)
                 (rand-nth gpms)
                 (weighted-sample
-                  (zipmap gpms
-                          (map #(gpm.proto/logpdf % constraints {})
-                               gpms))))]
+                 (zipmap gpms
+                         (map #(gpm.proto/logpdf % constraints {})
+                              gpms))))]
       (gpm.proto/simulate gpm targets constraints)))
 
   (logpdf [_ targets constraints]
     (let [logpdfs (map #(gpm.proto/logpdf % targets constraints) gpms)]
       (if (seq constraints)
         (utils/logmeanexp-weighted (map #(gpm.proto/logpdf % constraints {}) gpms)
-                                        logpdfs)
-      (utils/logmeanexp logpdfs))))
+                                   logpdfs)
+        (utils/logmeanexp logpdfs))))
 
   gpm.proto/Variables
   (variables [_]
diff --git a/src/gensql/inference/gpm/primitive_gpms/categorical.cljc b/src/gensql/inference/gpm/primitive_gpms/categorical.cljc
index c635808..5a69ae7 100644
--- a/src/gensql/inference/gpm/primitive_gpms/categorical.cljc
+++ b/src/gensql/inference/gpm/primitive_gpms/categorical.cljc
@@ -16,7 +16,7 @@
         constrained? (if (= x x') 0 ##-Inf)
         :else (let [counts (:counts suff-stats)
                     alpha  (:alpha hyperparameters)
-                    numer  (math/log (+ alpha (get counts x)))
+                    numer  (math/log (+ alpha (get counts x 0)))
                     denom  (math/log (+ (* alpha (count counts))
                                         (reduce + (vals counts))))]
                 (- numer denom)))))
diff --git a/test/gensql/inference/gpm/conditioned_test.cljc b/test/gensql/inference/gpm/conditioned_test.cljc
index f334cfb..748e587 100644
--- a/test/gensql/inference/gpm/conditioned_test.cljc
+++ b/test/gensql/inference/gpm/conditioned_test.cljc
@@ -55,6 +55,17 @@
     {:x 0 :z 2} {:y 1} {:x 0 :y 1 :z 2}
     {:x 0} {:y 1 :z 2} {:x 0 :y 1 :z 2}))
 
+(deftest logprob-conditions
+  (are [condition-conditions event expected]
+      (let [model (reify gpm.proto/LogProb
+                  (logprob [_ actual]
+                  actual))
+              conditioned-model (conditioned/condition model condition-conditions)]
+          (= expected (gpm/logprob conditioned-model event)))
+
+  {:x 0} '(= :y 0) '(and (= :x 0) (= :y 0))
+  {:x 0 :y 0} '(= :z 1) '(and (and (= :x 0) (= :y 0)) (= :z 1))))
+
 (deftest simulate-conditions
   (are [c1 c2 expected]
       (let [model (reify gpm.proto/GPM