Is TAH-Quant (Tile-wise Adaptive Hadamard Quantization) superseded?

Q: Is TAH-Quant (Tile-wise Adaptive Hadamard Quantization) superseded?

TAH-Quant (Tile-wise Adaptive Hadamard Quantization) (LLM quantization): present, but with little supersession signal in the knowledge base. 0 paper(s) critique it, 0 beat it on benchmarks — not ranked as a superseded baseline. Sub-problem: cluster led by AQ-SGD. Newer alternatives in the same sub-problem include AMAQ.

LLM quantization

TAH-Quant (Tile-wise Adaptive Hadamard Quantization)

TAH-QUANT: Effective Activation Quantization in Pipeline Parallelism over Slow Network

Trackedfirst seen Jun 2, 2025

Present, but with little supersession signal in the knowledge base

0 papers critique it · 0 beat it on benchmarks

What to use instead

Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.

AMAQAMAQ: Adaptive Mixed-bit Activation Quantization for Collaborative Parameter Efficient Fine-tuning
Oct 7, 2025