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.23043500
Primary Topic
Parallel Computing and Optimization Techniques
Type
preprint
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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
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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