diff --git a/src/mem/ruby/filters/BloomFilters.py b/src/mem/ruby/filters/BloomFilters.py
index 89a4b9b..de5cd7d 100644
--- a/src/mem/ruby/filters/BloomFilters.py
+++ b/src/mem/ruby/filters/BloomFilters.py
@@ -93,10 +93,18 @@
     cxx_class = 'MultiGrainBloomFilter'
     cxx_header = "mem/ruby/filters/MultiGrainBloomFilter.hh"
 
-    # This is the maximum value achievable of the sum of the hashed respective
-    # entry of the two filters
+    # The base filter should not be used, since this filter is the combination
+    # of multiple sub-filters
+    size = 0
+
+    # By default there are two sub-filters that hash sequential bitfields
+    filters = VectorParam.AbstractBloomFilter([
+        BlockBloomFilter(size = 4096, masks_lsbs = [6, 12]),
+        BlockBloomFilter(size = 1024, masks_lsbs = [18, 24])],
+        "Sub-filters to be combined")
+
+    # By default match this with the number of sub-filters
     threshold = 2
-    page_filter_size = Param.Int(1024, "Number of entries in the page filter")
 
 class NonCountingBloomFilter(AbstractBloomFilter):
     type = 'NonCountingBloomFilter'
diff --git a/src/mem/ruby/filters/MultiGrainBloomFilter.cc b/src/mem/ruby/filters/MultiGrainBloomFilter.cc
index 150e0a5..86e7d9b 100644
--- a/src/mem/ruby/filters/MultiGrainBloomFilter.cc
+++ b/src/mem/ruby/filters/MultiGrainBloomFilter.cc
@@ -28,13 +28,12 @@
 
 #include "mem/ruby/filters/MultiGrainBloomFilter.hh"
 
-#include "base/bitfield.hh"
+#include "base/logging.hh"
 #include "params/MultiGrainBloomFilter.hh"
 
 MultiGrainBloomFilter::MultiGrainBloomFilter(
     const MultiGrainBloomFilterParams* p)
-    : AbstractBloomFilter(p), pageFilter(p->page_filter_size),
-      pageFilterSizeBits(floorLog2(p->page_filter_size))
+    : AbstractBloomFilter(p), filters(p->filters)
 {
 }
 
@@ -45,62 +44,69 @@
 void
 MultiGrainBloomFilter::clear()
 {
-    AbstractBloomFilter::clear();
-    for (auto& entry : pageFilter){
-        entry = 0;
+    for (auto& sub_filter : filters) {
+        sub_filter->clear();
+    }
+}
+
+void
+MultiGrainBloomFilter::merge(const AbstractBloomFilter* other)
+{
+    auto* cast_other = static_cast<const MultiGrainBloomFilter*>(other);
+    assert(filters.size() == cast_other->filters.size());
+    for (int i = 0; i < filters.size(); ++i){
+        filters[i]->merge(cast_other->filters[i]);
     }
 }
 
 void
 MultiGrainBloomFilter::set(Addr addr)
 {
-    const int index = hash(addr);
-    assert(index < filter.size());
-    filter[index] = 1;
+    for (auto& sub_filter : filters) {
+        sub_filter->set(addr);
+    }
+}
 
-    const int page_index = pageHash(addr);
-    assert(page_index < pageFilter.size());
-    pageFilter[page_index] = 1;
+void
+MultiGrainBloomFilter::unset(Addr addr)
+{
+    for (auto& sub_filter : filters) {
+        sub_filter->unset(addr);
+    }
+}
+
+bool
+MultiGrainBloomFilter::isSet(Addr addr) const
+{
+    int count = 0;
+    for (const auto& sub_filter : filters) {
+        if (sub_filter->isSet(addr)) {
+            count++;
+        }
+    }
+    return count >= setThreshold;
 }
 
 int
 MultiGrainBloomFilter::getCount(Addr addr) const
 {
-    const int index = hash(addr);
-    const int page_index = pageHash(addr);
-    assert(index < filter.size());
-    assert(page_index < pageFilter.size());
-    return filter[index] + pageFilter[page_index];
+    int count = 0;
+    for (const auto& sub_filter : filters) {
+        count += sub_filter->getCount(addr);
+    }
+    return count;
 }
 
 int
 MultiGrainBloomFilter::getTotalCount() const
 {
-    int count = AbstractBloomFilter::getTotalCount();
-
-    for (const auto& entry : pageFilter) {
-        count += entry;
+    int count = 0;
+    for (const auto& sub_filter : filters) {
+        count += sub_filter->getTotalCount();
     }
-
     return count;
 }
 
-int
-MultiGrainBloomFilter::hash(Addr addr) const
-{
-    // grap a chunk of bits after byte offset
-    return bits(addr, offsetBits + sizeBits - 1, offsetBits);
-}
-
-int
-MultiGrainBloomFilter::pageHash(Addr addr) const
-{
-    int num_bits = offsetBits + sizeBits - 1;
-
-    // grap a chunk of bits after first chunk
-    return bits(addr, num_bits + pageFilterSizeBits - 1, num_bits);
-}
-
 MultiGrainBloomFilter*
 MultiGrainBloomFilterParams::create()
 {
diff --git a/src/mem/ruby/filters/MultiGrainBloomFilter.hh b/src/mem/ruby/filters/MultiGrainBloomFilter.hh
index e895788..fffda36 100644
--- a/src/mem/ruby/filters/MultiGrainBloomFilter.hh
+++ b/src/mem/ruby/filters/MultiGrainBloomFilter.hh
@@ -35,6 +35,11 @@
 
 struct MultiGrainBloomFilterParams;
 
+/**
+ * This BloomFilter has multiple sub-filters, each with its own hashing
+ * functionality. The results of the operations are the results of applying
+ * them to each sub-filter.
+ */
 class MultiGrainBloomFilter : public AbstractBloomFilter
 {
   public:
@@ -43,18 +48,16 @@
 
     void clear() override;
     void set(Addr addr) override;
+    void unset(Addr addr) override;
 
+    void merge(const AbstractBloomFilter* other) override;
+    bool isSet(Addr addr) const override;
     int getCount(Addr addr) const override;
     int getTotalCount() const override;
 
   private:
-    int hash(Addr addr) const;
-    int pageHash(Addr addr) const;
-
-    // The block filter uses the filter vector declared in the base class
-    /** The page number filter. */
-    std::vector<int> pageFilter;
-    int pageFilterSizeBits;
+    /** Sub-filters used by this filter. */
+    std::vector<AbstractBloomFilter*> filters;
 };
 
 #endif // __MEM_RUBY_FILTERS_MULTIGRAINBLOOMFILTER_HH__