IEEE

Deep Reinforcement Learning-Based Resource Allocation for Hybrid Bit and Generative Semantic Communications in Space-Air-Ground Integrated Networks

Abstract: In this paper, we introduce a novel framework consisting of hybrid bit-level and generative semantic communications for efficient downlink image transmission within space-air-ground ...
Microsoft

RepDL: Bit-level Reproducible Deep Learning Training and Inference

Non-determinism and non-reproducibility present significant challenges in deep learning, leading to inconsistent results across runs and platforms. These issues stem from two origins: random number ...
IEEE

Efficient Parallel Stochastic Computing Multiply-Accumulate (MAC) Technique Using Pseudo-Sobol Bit-Streams

Abstract: Stochastic computing (SC) has emerged as a promising technique for reducing hardware costs in various applications, particularly in multiply-accumulate (MAC) intensive tasks such as neural ...
insidethemagic.net

Extinction Level Event: Disney Files New Construction Permit as Dinosaur’s Final Countdown Continues

It’s less than two months until DINOSAUR reaches extinction level at Disney’s Animal Kingdom, with the ride and the last remaining vestige of any dinosaurs at the park, closing on February 1. Credit: ...