Abstract: A method of performing automatic tuning on a deep learning model includes: utilizing an instruction-based learned cost model to estimate a first type of operational performance metrics based on a tuned configuration of layer fusion and tensor tiling; utilizing statistical data gathered during a compilation process of the deep learning model to determine a second type of operational performance metrics based on the tuned configuration of layer fusion and tensor tiling; performing an auto-tuning process to obtain a plurality of optimal configurations based on the first type of operational performance metrics and the second type of operational performance metrics; and configure the deep learning model according to one of the plurality of optimal configurations.

Abstract: The present disclosure, in some embodiments, relates to a method of forming an integrated chip structure. The method may be performed by forming a plurality of interconnect layers within a first interconnect structure disposed over an upper surface of a first semiconductor substrate. An edge trimming process is performed to remove parts of the first interconnect structure and the first semiconductor substrate along a perimeter of the first semiconductor substrate. The edge trimming process results in the first semiconductor substrate having a recessed surface coupled to the upper surface by way of an interior sidewall disposed directly over the first semiconductor substrate. A dielectric capping structure is formed onto a sidewall of the first interconnect structure after performing the edge trimming process.

Abstract: The present disclosure is directed to anchor structures and methods for forming anchor structures such that planarization and wafer bonding can be uniform. Anchor structures can include anchor layers formed on a dielectric layer surface and anchor pads formed in the anchor layer and on the dielectric layer surface. The anchor layer material can be selected such that the planarization selectivity of the anchor layer, anchor pads, and the interconnection material can be substantially the same as one another. Anchor pads can provide uniform density of structures that have the same or similar material.

Abstract: Redistribution layers of integrated circuits include one or more arrays of conductive contacts that are configured and arranged to allow a bonding wave to displace air between the redistribution layers during bonding. This configuration and arrangement of the one or more arrays minimize discontinuities, such as pockets of air to provide an example, between the redistribution layers during the bonding.

Abstract: The present disclosure is directed to anchor structures and methods for forming anchor structures such that planarization and wafer bonding can be uniform. Anchor structures can include anchor layers formed on a dielectric layer surface and anchor pads formed in the anchor layer and on the dielectric layer surface. The anchor layer material can be selected such that the planarization selectivity of the anchor layer, anchor pads, and the interconnection material can be substantially the same as one another. Anchor pads can provide uniform density of structures that have the same or similar material.

Abstract: Exemplary embodiments for redistribution layers of integrated circuits are disclosed. The redistribution layers of integrated circuits of the present disclosure include one or more arrays of conductive contacts that are configured and arranged to allow a bonding wave to displace air between the redistribution layers during bonding. This configuration and arrangement of the one or more arrays minimize discontinuities, such as pockets of air to provide an example, between the redistribution layers during the bonding.

Abstract: A semiconductor structure is provided. The semiconductor structure includes a first semiconductor device. The semiconductor structure includes a first semiconductor device and a second semiconductor device. The first semiconductor device includes a first oxide layer formed below the a first substrate, a first bonding layer formed below the first oxide layer, and a first bonding via formed through the first bonding layer and the first oxide layer. The second semiconductor device includes a second oxide layer formed over a second substrate, a second bonding layer formed over the second oxide layer, and a second bonding via formed through the second bonding layer and the second oxide layer. The semiconductor structure also includes a bonding structure between the first substrate and the second substrate, and the bonding structure includes the first bonding via bonded to the second bonding via.

Abstract: Exemplary embodiments for redistribution layers of integrated circuit components are disclosed. The redistribution layers of integrated circuit components of the present disclosure include one or more arrays of conductive contacts that are configured and arranged to allow a bonding wave to displace air between the redistribution layers during bonding. This configuration and arrangement of the one or more arrays minimize discontinuities, such as pockets of air to provide an example, between the redistribution layers during the bonding.

Abstract: The present disclosure describes an interconnect structure and a method forming the same. The interconnect structure can include a substrate, a layer of conductive material over the substrate, a metallic capping layer over the layer of conductive material, a layer of insulating material over top and side surfaces of the metallic capping layer, and a layer of trench conductor formed in the layer of insulating material and the metallic capping layer.

Abstract: The present disclosure describes an interconnect structure and a method forming the same. The interconnect structure can include a substrate, a layer of conductive material over the substrate, a metallic capping layer over the layer of conductive material, a layer of insulating material over top and side surfaces of the metallic capping layer, and a layer of trench conductor formed in the layer of insulating material and the metallic capping layer.

Abstract: A semiconductor structure is provided. The semiconductor structure includes a first semiconductor device. The first semiconductor device includes a first bonding layer formed below a first substrate, a first bonding via formed through the first oxide layer and the first bonding layer, a first dummy pad formed in the first bonding layer. The semiconductor structure includes a second semiconductor device. The second semiconductor device includes a second bonding layer formed over a second substrate, a second bonding via formed through the second bonding layer, and a second dummy pad formed in the second bonding layer. The semiconductor structure includes a bonding structure between the first substrate and the second substrate, wherein the bonding structure includes the first bonding via bonded to the second bonding via and the first dummy pad bonded to the second dummy pad.

Abstract: The present disclosure is directed to anchor structures and methods for forming anchor structures such that planarization and wafer bonding can be uniform. Anchor structures can include anchor layers formed on a dielectric layer surface and anchor pads formed in the anchor layer and on the dielectric layer surface. The anchor layer material can be selected such that the planarization selectivity of the anchor layer, anchor pads, and the interconnection material can be substantially the same as one another. Anchor pads can provide uniform density of structures that have the same or similar material.

Abstract: The present disclosure is directed to anchor structures and methods for forming anchor structures such that planarization and wafer bonding can be uniform. Anchor structures can include anchor layers formed on a dielectric layer surface and anchor pads formed in the anchor layer and on the dielectric layer surface. The anchor layer material can be selected such that the planarization selectivity of the anchor layer, anchor pads, and the interconnection material can be substantially the same as one another. Anchor pads can provide uniform density of structures that have the same or similar material.

Abstract: The present disclosure describes an interconnect structure and a method forming the same. The interconnect structure can include a substrate, a layer of conductive material over the substrate, a metallic capping layer over the layer of conductive material, a layer of insulating material over top and side surfaces of the metallic capping layer, and a layer of trench conductor formed in the layer of insulating material and the metallic capping layer.

Abstract: A semiconductor structure is provided. The semiconductor structure includes a first semiconductor device. The first semiconductor device includes a first bonding layer formed below a first substrate, a first bonding via formed through the first oxide layer and the first bonding layer, a first dummy pad formed in the first bonding layer. The semiconductor structure includes a second semiconductor device. The second semiconductor device includes a second bonding layer formed over a second substrate, a second bonding via formed through the second bonding layer, and a second dummy pad formed in the second bonding layer. The semiconductor structure includes a bonding structure between the first substrate and the second substrate, wherein the bonding structure includes the first bonding via bonded to the second bonding via and the first dummy pad bonded to the second dummy pad.

Abstract: A semiconductor structure is provided. A first semiconductor device includes a first conductive layer formed over a first substrate; a first etching stop layer formed over the first conductive layer, and the first etching stop layer is in direct contact with the first conductive layer. A first bonding layer is formed over the first etching stop layer, and a first bonding via is formed through the first bonding layer and the first etching stop layer. The semiconductor structure includes a second semiconductor device. The second semiconductor device includes a second bonding layer formed over the second etching stop layer and a second bonding via formed through the second bonding layer and a second etching stop layer. A bonding structure between the first substrate and the second substrate, and the bonding structure includes the first bonding via bonded to the second bonding via.

Abstract: Exemplary embodiments for redistribution layers of integrated circuits are disclosed. The redistribution layers of integrated circuits of the present disclosure include one or more arrays of conductive contacts that are configured and arranged to allow a bonding wave to displace air between the redistribution layers during bonding. This configuration and arrangement of the one or more arrays minimize discontinuities, such as pockets of air to provide an example, between the redistribution layers during the bonding.

Abstract: The present disclosure is directed to anchor structures and methods for forming anchor structures such that planarization and wafer bonding can be uniform. Anchor structures can include anchor layers formed on a dielectric layer surface and anchor pads formed in the anchor layer and on the dielectric layer surface. The anchor layer material can be selected such that the planarization selectivity of the anchor layer, anchor pads, and the interconnection material can be substantially the same as one another. Anchor pads can provide uniform density of structures that have the same or similar material.

Abstract: An image sensor device is provided. The image sensor device includes a semiconductor substrate having a first light-sensing region and a second light-sensing region adjacent to the first light-sensing region. The image sensor device includes an isolation structure in the semiconductor substrate and surrounding the first light-sensing region and the second light-sensing region. The image sensor device includes a reflective grid over the isolation structure and surrounding the first light-sensing region and the second light-sensing region. The image sensor device includes a first color filter over the first light-sensing region and extending into a first trench of the reflective grid. The image sensor device includes a second color filter over the second light-sensing region and extending into the first trench to be in direct contact with the first color filter in the first trench.

Abstract: Exemplary embodiments for redistribution layers of integrated circuit components are disclosed. The redistribution layers of integrated circuit components of the present disclosure include one or more arrays of conductive contacts that are configured and arranged to allow a bonding wave to displace air between the redistribution layers during bonding. This configuration and arrangement of the one or more arrays minimize discontinuities, such as pockets of air to provide an example, between the redistribution layers during the bonding.