Abstract: A chiplet-based architecture may quantize, or reduce, the number of bits at various stages of the data path in an artificial-intelligence processor. This architecture may leverage the synergy between quantizing multiple dimensions together to greatly decrease the memory usage and data path bandwidth. Internal weights may be quantized statically after a training procedure. Accumulator bits and activation bits may be quantized dynamically during an inference operation. New hardware logic may be configured to quantize the outputs of each operation directly from the core or other processing node before the tensor is stored in memory. Quantization may use a statistic from a previous tensor for a current output tensor, while also calculating a statistic to be used on a subsequent output tensor. In addition to quantizing based on a statistic, bits can be further quantized using a Kth percentile clamping operation.

Abstract: A router may include input buffers that receive a packet being transmitted from a source to a destination, a state generator that determines a state for the packet, and a memory representing weights for actions corresponding to possible states. The memory may be configured to return an action corresponding to the state of the packet, where the action may indicate a next hop in the route between the source and the destination. The router may also include reward logic configured to generate the weights for the plurality of actions in the memory. The reward logic may receive a global reward corresponding to the route between the source and the destination, calculate a local reward corresponding to next hops available to the router; and combine the global reward and the local reward to generate the weights for the plurality of actions in the memory.

Abstract: A router may include input buffers that receive a packet being transmitted from a source to a destination, a state generator that determines a state for the packet, and a memory representing weights for actions corresponding to possible states. The memory may be configured to return an action corresponding to the state of the packet, where the action may indicate a next hop in the route between the source and the destination. The router may also include reward logic configured to generate the weights for the plurality of actions in the memory. The reward logic may receive a global reward corresponding to the route between the source and the destination, calculate a local reward corresponding to next hops available to the router; and combine the global reward and the local reward to generate the weights for the plurality of actions in the memory.

Abstract: A method of inducing sparsity for outputs of neural network layer may include receiving outputs from a layer of a neural network; partitioning the outputs into a plurality of partitions; identifying first partitions in the plurality of partitions that can be treated as having zero values; generating an encoding that identifies locations of the first partitions among remaining second partitions in the plurality of partitions; and sending the encoding and the second partitions to a subsequent layer in the neural network.

Abstract: A network-on-package (NoPK) for connecting a plurality of chiplets may include a plurality of interface bridges configured to convert a plurality of protocols used by the plurality of chiplets into a common protocol, a routing network configured to route traffic between the plurality of interface bridges using the common protocol, and a controller configured to program the plurality of interface bridges and the routing network based on types of the plurality of chiplets connected to the NoPK. The NoPK may provide a scalable connection for any number of chiplets from different ecosystems using different communication protocols.

Abstract: A network-on-package (NoPK) for connecting a plurality of chiplets may include a plurality of interface bridges configured to convert a plurality of protocols used by the plurality of chiplets into a common protocol, a routing network configured to route traffic between the plurality of interface bridges using the common protocol, and a controller configured to program the plurality of interface bridges and the routing network based on types of the plurality of chiplets connected to the NoPK. The NoPK may provide a scalable connection for any number of chiplets from different ecosystems using different communication protocols.

Abstract: A method of delivering a material inside a patient includes: inserting a distal end of an elongated device inside a patient next to a heart; deploying a sheath around at least a part of the heart using the elongated device; and delivering the material into a space between the heart and the sheath. A method of delivering a material inside a patient includes: inserting the material inside a body of the patient, wherein the material is in solid form, and has a rolled-up configuration; un-rolling the material; and placing the material around a heart of the patient so that the material wraps at least partially around the heart.

Abstract: A device is provided to rapidly, safely, efficiently and effectively close tissue defects created to access operative sites in a patients body. The device comprises an elongated body with its features in profile to allow use through conduits such as trocars which can be removed over the device. The device has diametrically opposed pivoting extensions which provide a target for flexible needles to attach to suture and provide protection for all vital structures in the body. Once the pivoting extensions are past the innermost layer adjacent to the tissue defect the flexible needles are advanced through the tissue to obtain an adequate and proper amount of tissue to allow for a strong closure. The device leaves a suture behind which can then be tied to close the tissue defect.

Abstract: Described here are polymer compositions, methods, and systems for reinforcing a wall of a heart. The polymer compositions may be adapted to form networks, e.g., cross-linked networks, semi-interpenetrating networks, or interpenetrating networks, and placed within the pericardial space or on one or more pericardial tissues. The mechanical properties of the polymer compositions or networks derived therefrom may then be employed to reinforce a heart wall to prevent dilatation of a chamber of the heart and/or expansion of an infarct, e.g., to treat or prevent congestive or chronic heart failure.

Abstract: Devices and methods are provided for the treatment of obstructive sleep apnea. An implantable device is inserted into the tongue. The implantable device is a flexible elongated structure, which may be a curved or jointed filament; of a sufficient length and diameter to provide support, when implanted, sufficient to restrain obstructive movement of the tongue during sleep.