IST Austria Distributed Algorithms and Systems Lab

university

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

https://github.com/IST-DASLab

AI & ML interests

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Recent Activity

anm2211 updated a model 1 day ago

ISTA-DASLab/Qwen3.5-4B-GGUF-GSQ

anm2211 updated a collection 2 days ago

anm2211 published a model 2 days ago

ISTA-DASLab/Qwen3.5-4B-GGUF-GSQ

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Papers

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

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

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ISTA-DASLab 's Papers 13

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

Submitted by

Jiale Chen

The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Submitted by

Andrei Panferov

Quartet: Native FP4 Training Can Be Optimal for Large Language Models

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Submitted by

Alistarh

QuEST: Stable Training of LLMs with 1-Bit Weights and Activations

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

Scalable Mechanistic Neural Networks

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab

MARLIN: Mixed-Precision Auto-Regressive Parallel Inference on Large Language Models

ISTA-DASLab

IST Austria Distributed Algorithms and Systems Lab