Algorithm-Hardware Co-Design of Distribution-Aware Logarithmic-Posit Encodings for Efficient DNN Inference.
Akshat RamachandranZishen WanGeonhwa JeongJohn GustafsonTushar KrishnaPublished in: CoRR (2024)
Keyphrases
- learning algorithm
- computational complexity
- k means
- matching algorithm
- optimization algorithm
- computationally efficient
- worst case
- inference mechanism
- segmentation algorithm
- expectation maximization
- computational cost
- preprocessing
- cost function
- neural network
- single pass
- randomly generated
- hardware and software
- objective function
- em algorithm
- data structure
- search space
- detection algorithm
- genetic algorithm
- significant improvement
- hardware implementation
- highly efficient
- probability distribution
- high efficiency
- probabilistic model
- inference process
- experimental evaluation