diff --git a/include/aidge/operator/Gather.hpp b/include/aidge/operator/Gather.hpp
index 20082eed28825ade9d62fb5d4e081840d3bd4442..f6647f99151304d0cf083aed109cc642c9f1ecc2 100644
--- a/include/aidge/operator/Gather.hpp
+++ b/include/aidge/operator/Gather.hpp
@@ -27,25 +27,26 @@
 #include "aidge/utils/Types.h"
 
 namespace Aidge {
-enum class GatherAttr { Axis };
+enum class GatherAttr { Indices, GatheredShape, Axis };
 
 class Gather_Op : public OperatorTensor,
                 public Registrable<Gather_Op,
                                    std::string,
                                    std::unique_ptr<OperatorImpl>(const Gather_Op&)>,
-                public StaticAttributes<GatherAttr, int> {
+                public StaticAttributes<GatherAttr, std::vector<std::int64_t>, std::vector<DimSize_t>, std::int64_t> {
 
 public:
     static const std::string Type;
 
     Gather_Op() = delete;
 
-
-    using Attributes_ = StaticAttributes<GatherAttr, int>;
+    using Attributes_ = StaticAttributes<GatherAttr, std::vector<std::int64_t>, std::vector<DimSize_t>, std::int64_t>;
     template <GatherAttr e> using attr = typename Attributes_::template attr<e>;
-    Gather_Op(int axis)
-            : OperatorTensor(Type, 2, 0, 1),
+    Gather_Op(const std::vector<std::int64_t>& indices, const std::vector<DimSize_t>& gatheredShape, std::int64_t axis)
+            : OperatorTensor(Type, 1, 0, 1),
             Attributes_(
+                attr<GatherAttr::Indices>(indices),
+                attr<GatherAttr::GatheredShape>(gatheredShape),
                 attr<GatherAttr::Axis>(axis))
     {}
 
@@ -76,21 +77,21 @@ public:
     }
 
     static const std::vector<std::string> getInputsName(){
-        return {"data_input", "indexes"};
+        return {"data_input"};
     }
     static const std::vector<std::string> getOutputsName(){
         return {"data_output"};
     }
 };
 
-inline std::shared_ptr<Node> Gather(int axis = 0, const std::string& name = "") {
-    return std::make_shared<Node>(std::make_shared<Gather_Op>(axis), name);
+inline std::shared_ptr<Node> Gather( const std::vector<std::int64_t>& indices, const std::vector<DimSize_t>& gatheredShape, std::int64_t axis = 0, const std::string& name = "") {
+    return std::make_shared<Node>(std::make_shared<Gather_Op>(indices, gatheredShape, axis), name);
 }
 } // namespace Aidge
 
 namespace {
 template <>
-const char *const EnumStrings<Aidge::GatherAttr>::data[] = {"Axis"};
+const char *const EnumStrings<Aidge::GatherAttr>::data[] = {"Indices", "GatheredShape", "Axis"};
 }
 
 #endif /* AIDGE_CORE_OPERATOR_GATHER_H_ */
diff --git a/python_binding/operator/pybind_Gather.cpp b/python_binding/operator/pybind_Gather.cpp
index f9768e38fbdceef4a15cc74430bc2205bb32cb6a..4369d4d22b205a40140cf5160d999743b2e9b4c1 100644
--- a/python_binding/operator/pybind_Gather.cpp
+++ b/python_binding/operator/pybind_Gather.cpp
@@ -23,6 +23,6 @@ void init_Gather(py::module& m) {
     .def("get_inputs_name", &Gather_Op::getInputsName)
     .def("get_outputs_name", &Gather_Op::getOutputsName);
 
-    m.def("Gather", &Gather, py::arg("axis"), py::arg("name") = "");
+    m.def("Gather", &Gather, py::arg("indices"), py::arg("gathered_shape"), py::arg("axis"), py::arg("name") = "");
 }
 }  // namespace Aidge
diff --git a/src/operator/Gather.cpp b/src/operator/Gather.cpp
index 30804994b6084a5a5558f106a38a6087e54471bc..2bba696e90f7239dd1079f9a91875be3bcab8a11 100644
--- a/src/operator/Gather.cpp
+++ b/src/operator/Gather.cpp
@@ -22,18 +22,22 @@ const std::string Aidge::Gather_Op::Type = "Gather";
 
 void Aidge::Gather_Op::computeOutputDims() {
     // check inputs have been associated
-    if (!getInput(0) || !getInput(1)) {
-        AIDGE_THROW_OR_ABORT(std::runtime_error, "At least one input was not connected");
-    }
-
-    if (getInput(1)->nbDims()!=2){
-        AIDGE_THROW_OR_ABORT(std::runtime_error, "Indices input must be a 2D Tensor");
+    if (!getInput(0)) {
+        AIDGE_THROW_OR_ABORT(std::runtime_error, "Input was not connected");
     }
 
     std::vector<DimSize_t> outDims = getInput(0)->dims();
-    std::vector<DimSize_t> indexesDims = getInput(1)->dims();
-    int axisIdx = this->template getAttr<GatherAttr::Axis>()>=0?this->template getAttr<GatherAttr::Axis>():this->template getAttr<GatherAttr::Axis>()+outDims.size();
+    std::vector<DimSize_t> gatheredShape = this->template getAttr<GatherAttr::GatheredShape>();
+    // TODO: check indices and gatheredShape
+
+    std::int64_t axisIdx = this->template getAttr<GatherAttr::Axis>() >= 0 ?
+                           this->template getAttr<GatherAttr::Axis>() :
+                           this->template getAttr<GatherAttr::Axis>() + outDims.size();
     outDims.erase(outDims.begin() + static_cast<std::size_t>(axisIdx));
-    outDims.insert(outDims.begin() + static_cast<std::size_t>(axisIdx), indexesDims.begin(),indexesDims.end());
+    if (!gatheredShape.empty())
+    {
+        outDims.insert(outDims.begin() + static_cast<std::size_t>(axisIdx), gatheredShape.begin(),gatheredShape.end());
+    }
+
     mOutputs[0]->resize(outDims);
 }
\ No newline at end of file
diff --git a/src/operator/Slice.cpp b/src/operator/Slice.cpp
index 139e84b561a48c2f6a5ecd14ed9d6905d66dec20..40f74adfb0e786af17e8fc14720f9098db387ddc 100644
--- a/src/operator/Slice.cpp
+++ b/src/operator/Slice.cpp
@@ -34,17 +34,19 @@ void Aidge::Slice_Op::computeOutputDims() {
     std::vector<DimSize_t> outDims = getInput(0)->dims();
     for (std::size_t i = 0; i < nbAxes; ++i) {
         // For each slice operation get the params and cast them to size_t
-        const std::int64_t axis_ = this->template getAttr<SliceAttr::Axes>()[i];
-        const std::int64_t start_ = this->template getAttr<SliceAttr::Starts>()[i];
-        const std::int64_t end_ = this->template getAttr<SliceAttr::Ends>()[i];
-        const std::size_t axis = axis_ >= 0 ? static_cast<std::size_t>(axis_) : axis_ + getInput(0)->nbDims();
-        const std::size_t start = start_ >= 0 ? static_cast<std::size_t>(start_) : start_ + getInput(0)->dims()[axis];
-        const std::size_t end = end_ >= 0 ? static_cast<std::size_t>(end_) : end_ + getInput(0)->dims()[axis];
+        const std::int32_t axis_ = this->template getAttr<SliceAttr::Axes>()[i];
+        const std::int32_t start_ = this->template getAttr<SliceAttr::Starts>()[i];
+        const std::int32_t end_ = this->template getAttr<SliceAttr::Ends>()[i];
+        const std::size_t axis = axis_ >= 0 ? static_cast<std::size_t>(axis_) : static_cast<std::size_t>(axis_) + getInput(0)->nbDims();
+        const std::size_t start = start_ >= 0 ? static_cast<std::size_t>(start_) : static_cast<std::size_t>(start_) + getInput(0)->dims()[axis];
+        const std::size_t end = end_ >= 0 ? static_cast<std::size_t>(end_) : static_cast<std::size_t>(end_) + getInput(0)->dims()[axis];
 
         const std::size_t sliceLength = end - start + 1;
         // Check if slice length is valid
         if (sliceLength > getInput(0)->dims()[axis])
+        {
             AIDGE_THROW_OR_ABORT(std::runtime_error, "ROI of Slice operator out of bounds");
+        }
         outDims[axis] = sliceLength;
     }
     mOutputs[0]->resize(outDims);