Error Feedback, Gradient Compression, and Why Adam Breaks It

Error feedback makes a biased gradient compressor unbiased over time, and under SGD it restored the full-precision trajectory to three digits. Under Adam it landed 1.9 times further from the optimum than no correction at all, and the fix I published helps just as much with no quantization in the run.