IST Austria Distributed Algorithms and Systems Lab

university

https://ist.ac.at/en/research/alistarh-group/

https://github.com/IST-DASLab

AI & ML interests

None defined yet.

Recent Activity

kwanhee new activity 1 day ago

ISTA-DASLab/Kimi-K2.5-P48NVFP4-MoESQ:diamond degradation

mkleinegger updated a model 3 days ago

ISTA-DASLab/Qwen3-8B-MatGPTQ

mkleinegger new activity 3 days ago

ISTA-DASLab/Qwen3-8B-MatGPTQ:Add metadata and usage example

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Papers

Hardware-Native Joint Sparse-Quantization for Trillion-Scale Mixture-of-Experts

WUSH-KV: KV Cache Quantization with Data-Adaptive Transforms

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ISTA-DASLab 's papers 17

Hardware-Native Joint Sparse-Quantization for Trillion-Scale Mixture-of-Experts

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Submitted by

Jiale Chen

WUSH-KV: KV Cache Quantization with Data-Adaptive Transforms

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

2

Submitted by

Andrei Panferov

Disaggregated Quantization: Specializing LLM Prefill and Decode

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Submitted by

Jiale Chen

GPTQ-2D: Cubic-Time Two-Sided Adaptive Rounding

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

2

Submitted by

Ionut Modoranu

MatryoshkaLoRA: Learning Accurate Hierarchical Low-Rank Representations for LLM Fine-Tuning

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

GSQ: Highly-Accurate Low-Precision Scalar Quantization for LLMs via Gumbel-Softmax Sampling

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

MatGPTQ: Accurate and Efficient Post-Training Matryoshka Quantization

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Submitted by

Ionut Modoranu

DASH: Faster Shampoo via Batched Block Preconditioning and Efficient Inverse-Root Solvers

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Submitted by

Andrei Panferov

Quartet II: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Submitted by

Jiale Chen

WUSH: Near-Optimal Adaptive Transforms for LLM Quantization

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

CAGE: Curvature-Aware Gradient Estimation For Accurate Quantization-Aware Training

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Submitted by

Denis Kuznedelev

Bridging the Gap Between Promise and Performance for Microscaling FP4 Quantization

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab