QuATernaryons: Dual-Sided Sub-2-Bit Weight and Dynamic KV-Cache Quantization via 4D Isoclinic Clifford Rotors

We introduce QuATernaryons, a dual-sided sub-2-bit weight and dynamic KV-cache quantization framework utilizing calibrated quaternion rotor butterfly transforms and E8-lattice codebooks for high-throughput, low-precision LLM inference on modern GPU architectures. This is a massive WIP, currently there is work being done on taking these theoretical easures to tolerable, non novice levels that are practical for the real world.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-29
DOI
https://doi.org/10.5281/zenodo.23043501
Primary Topic
Parallel Computing and Optimization Techniques
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
preprint

QuATernaryons: Dual-Sided Sub-2-Bit Weight and Dynamic KV-Cache Quantization via 4D Isoclinic Clifford Rotors

Shreyan Dushyant Gondaliya
Zenodo (CERN European Organization for Nuclear Research)
Parallel Computing and Optimization Techniques
preprint

QuATernaryons: Dual-Sided Sub-2-Bit Weight and Dynamic KV-Cache Quantization via 4D Isoclinic Clifford Rotors

Shreyan Dushyant Gondaliya
preprint en

Abstract

We introduce QuATernaryons, a dual-sided sub-2-bit weight and dynamic KV-cache quantization framework utilizing calibrated quaternion rotor butterfly transforms and E8-lattice codebooks for high-throughput, low-precision LLM inference on modern GPU architectures. This is a massive WIP, currently there is work being done on taking these theoretical easures to tolerable, non novice levels that are practical for the real world.

Zenodo (CERN European Organization for Nuclear Research)
Parallel Computing and Optimization Techniques
DOIOpen Access PDFOpenAlex
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

QuATernaryons: Dual-Sided Sub-2-Bit Weight and Dynamic KV-Cache Quantization via 4D Isoclinic Clifford Rotors — Shreyan Dushyant Gondaliya · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS