diff --git a/CHANGES.md b/CHANGES.md
index 7203c4eeac..48706074be 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -5,6 +5,7 @@
 - Remove requirement for ppx_expect in tests (@jonludlam, #1445)
 - Support for OxCaml modalities (@art-w, #1420)
 - Fix resolving functor through `module type of` (@Leonidas-from-XIV, #1471)
+- Fix odoc_driver's detection of `stdlib` when it is in `$prefix/lib64`, requires ocamlfind >= 1.9.8 (@katrinafyi, #1477, #1474)
 
 # 3.2.1
 
diff --git a/odoc-driver.opam b/odoc-driver.opam
index 1a7d4ff182..13c1974552 100644
--- a/odoc-driver.opam
+++ b/odoc-driver.opam
@@ -40,7 +40,7 @@ depends: [
   "bos"
   "fpath" {>= "0.7.3"}
   "yojson" {>= "2.0.0"}
-  "ocamlfind"
+  "ocamlfind" {>= "1.9.8"}
   "opam-format" {>= "2.1.0"}
   "logs"
   "eio_main"
diff --git a/src/driver/ocamlfind.ml b/src/driver/ocamlfind.ml
index 13ae221408..26871af099 100644
--- a/src/driver/ocamlfind.ml
+++ b/src/driver/ocamlfind.ml
@@ -1,12 +1,6 @@
 let init =
   let initialized = ref false in
-  fun () ->
-    if !initialized then ()
-    else
-      let prefix = Opam.prefix () in
-      let env_camllib = Fpath.(v prefix / "lib" / "ocaml" |> to_string) in
-      let config = Fpath.(v prefix / "lib" / "findlib.conf" |> to_string) in
-      Findlib.init ~config ~env_camllib ()
+  fun () -> if !initialized then () else Findlib.init ()
 
 let all () =
   init ();
diff --git a/src/driver/opam.ml b/src/driver/opam.ml
index a2082b750a..fe700dfee0 100644
--- a/src/driver/opam.ml
+++ b/src/driver/opam.ml
@@ -196,18 +196,19 @@ let classify_libs prefix only_package contents =
     match only_package with None -> true | Some p -> p = pkg
   in
 
-  let libs =
-    List.fold_left
-      (fun set fpath ->
-        match Fpath.segs fpath with
-        | "lib" :: "stublibs" :: _ -> set
-        | "lib" :: pkg :: _ :: _
-          when Fpath.has_ext ".cmi" fpath && pkg_match pkg ->
-            Fpath.Set.add Fpath.(prefix // fpath |> split_base |> fst) set
-        | _ -> set)
-      Fpath.Set.empty contents
-  in
-  libs
+  contents
+  |> List.filter (Fpath.has_ext ".cmi")
+  |> List.filter_map (fun fpath ->
+         match Fpath.segs fpath with
+         | ("lib" | "lib64") :: "stublibs" :: _ -> None
+         (* e.g., [lib/cohttp/**/*.cmi] *)
+         | ("lib" | "lib64") :: pkg :: _ :: _ when pkg_match pkg ->
+             Some Fpath.(prefix // fpath |> split_base |> fst)
+         (* e.g., [lib64/stdlib.cmi] *)
+         | [ ("lib" | "lib64"); _ ] ->
+             Some Fpath.(prefix // fpath |> split_base |> fst)
+         | _ -> None)
+  |> Fpath.Set.of_list
 
 let find_odoc_config prefix only_package contents =
   let pkg_match pkg =