Deepak Abraham Mathaikutty

LAYER-WISE PRECISION OPTIMIZATION IN ANALOG COMPUTE-IN-MEMORY ACCELERATORS

SUB-TILE-BASED GRID SAMPLING IN NEURAL VIDEO CODECS

REDUCING POWER CONSUMPTION OF NEURAL NETWORK ACCELERATOR THROUGH WEIGHT REORDERING

HIGH PERFORMANCE EXECUTION OF STATE SPACE MODELS ON NEURAL NETWORK ACCELERATORS

ENERGY-EFFICIENT PRE-ENCODED BOOTH FOR STATIONARY WEIGHTS AND ACTIVATIONS

IMPLEMENTING N:M SPARSITY IN A DIGITAL COMPUTE-IN-MEMORY ACCELERATOR

SYSTEM AND METHOD FOR BALANCING SPARSITY IN WEIGHTS FOR ACCELERATING DEEP NEURAL NETWORKS

GRAPH NEURAL NETWORK EXECUTION ON NEURAL PROCESSING UNIT

NEURAL NETWORK ACCELERATOR WITH MEMORY HAVING BANK-SPECIFIC CLOCK DOMAIN CROSSING BUFFERS

NEURAL NETWORK ACCELERATOR PERFORMING OPERATION WITH MIXED-FORMAT WEIGHTS

APPROXIMATING ACTIVATION FUNCTIONS IN NEURAL NETWORKS WITH PROGRAMMABLE LOOK-UP TABLE

APPROXIMATING ACTIVATION FUNCTION IN NEURAL NETWORK WITH LOOK-UP TABLE HAVING HYBRID ARCHITECTURE

DYNAMIC SPARSITY-BASED ACCELERATION OF NEURAL NETWORKS

ACCURACY-BASED APPROXIMATION OF ACTIVATION FUNCTIONS WITH PROGRAMMABLE LOOK-UP TABLE HAVING AREA BUDGET

SWITCHABLE ONE-SIDED SPARSITY ACCELERATION

OUTPUT DRAIN PATH FACILITATING FLEXIBLE SCHEDULE-BASED DEEP NEURAL NETWORK ACCELERATOR

PRUNING ACTIVATIONS AND WEIGHTS OF NEURAL NETWORKS WITH PROGRAMMABLE THRESHOLDS

FLOATING-POINT MULTIPLY-ACCUMULATE UNIT FACILITATING VARIABLE DATA PRECISIONS

BLOCK-WISE PRUNING OF WEIGHTS IN DEEP NEURAL NETWORK

APPROXIMATING ACTIVATION FUNCTIONS WITH TAYLOR SERIES

DEEP NEURAL NETWORK ACCELERATOR WITH MEMORY HAVING TWO-LEVEL TOPOLOGY

DETECTING AND MITIGATING FAULT IN SPARSITY COMPUTATION IN DEEP NEURAL NETWORK

HYBRID MULTIPY-ACCUMULATION OPERATION WITH COMPRESSED WEIGHTS

SCHEDULING COMPUTATIONS IN DEEP NEURAL NETWORK BASED ON SPARSITY

DYNAMIC UNCOMPRESSION FOR CHANNEL-SEPARABLE OPERATION IN NEURAL NETWORK

DEEP NEURAL NETWORK (DNN) ACCELERATORS WITH HETEROGENEOUS TILING

ACCELERATING DATA LOAD AND COMPUTATION IN FRONTEND CONVOLUTIONAL LAYER

DEEP NEURAL NETWORK (DNN) ACCELERATOR FACILITATING QUANTIZED INFERENCE

SPARSITY PROCESSING ON UNPACKED DATA

DEEP NEURAL NETWORK (DNN) ACCELERATORS WITH WEIGHT LAYOUT REARRANGEMENT

POWER EFFICIENT REGISTER FILES FOR DEEP NEURAL NETWORK (DNN) ACCELERATOR

Kernel Decomposition and Activation Broadcasting in Deep Neural Networks (DNNs)

SYSTEM AND METHOD FOR CHANNEL-SEPARABLE OPERATIONS IN DEEP NEURAL NETWORKS

DATA REUSE IN DEEP LEARNING

FLOATING POINT MULTIPLY-ACCUMULATE UNIT FOR DEEP LEARNING

SYSTEM AND METHOD FOR BALANCING SPARSITY IN WEIGHTS FOR ACCELERATING DEEP NEURAL NETWORKS

RUNTIME CONFIGURABLE REGISTER FILES FOR ARTIFICIAL INTELLIGENCE WORKLOADS