cff-version: 1.2.0
message: "If you use TrellisMX, please cite ShapleyMCG and this repository."
title: "TrellisMX: GLM-5.3-Flash procedural trellis quantization research toolkit"
type: software
authors:
  - family-names: Music
    given-names: Brandon M.
repository-code: "https://github.com/brandonmmusic-max/glm53-hadamard-shapleymcg-kld"
license: LicenseRef-ShapleyMCG-1.0
version: 0.1.0
date-released: 2026-09-07
references:
  - type: conference-paper
    title: "QTIP: Quantization with Trellises and Incoherence Processing"
    authors:
      - family-names: Tseng
        given-names: Albert
      - family-names: Sun
        given-names: Qingyao
      - family-names: Hou
        given-names: David
      - family-names: De Sa
        given-names: Christopher
    year: 2024
    conference:
      name: NeurIPS 2024
    url: "https://arxiv.org/abs/2406.11235"
  - type: conference-paper
    title: "QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks"
    authors:
      - family-names: Tseng
        given-names: Albert
      - family-names: Chee
        given-names: Jerry
      - family-names: Sun
        given-names: Qingyao
      - family-names: Kuleshov
        given-names: Volodymyr
      - family-names: De Sa
        given-names: Christopher
    year: 2024
    conference:
      name: ICML 2024
    url: "https://arxiv.org/abs/2402.04396"
  - type: conference-paper
    title: "GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers"
    authors:
      - family-names: Frantar
        given-names: Elias
      - family-names: Ashkboos
        given-names: Saleh
      - family-names: Hoefler
        given-names: Torsten
      - family-names: Alistarh
        given-names: Dan
    year: 2023
    conference:
      name: ICLR 2023
    url: "https://arxiv.org/abs/2210.17323"
  - type: software
    title: "ExLlamaV3"
    authors:
      - name: turboderp
    year: 2025
    url: "https://github.com/turboderp-org/exllamav3"
  - type: software
    title: "b12x"
    authors:
      - family-names: Alonso
        given-names: Luke
      - family-names: Vit
        given-names: Martin
    year: 2026
    url: "https://github.com/lukealonso/b12x"
  - type: article
    title: "CoopQ: Cooperative Game Inspired Layerwise Mixed Precision Quantization for LLMs"
    authors:
      - family-names: Zhao
        given-names: Junchen
      - family-names: Derakhshan
        given-names: Ali
      - family-names: Hyman
        given-names: Jayden Kana
      - family-names: Dong
        given-names: Junhao
      - family-names: Abdu Jyothi
        given-names: Sangeetha
      - family-names: Harris
        given-names: Ian
    year: 2025
    url: "https://arxiv.org/abs/2509.15455"
  - type: article
    title: "Microscaling Data Formats for Deep Learning"
    authors:
      - family-names: Rouhani
        given-names: Bita Darvish
    year: 2023
    url: "https://arxiv.org/abs/2310.10537"