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upvoted a collection 8 days ago

Granite 4.1 Language Models

Collection

Efficient language models for multilingual generation, coding, RAG, and AI assistant workflows. • 6 items • Updated 11 days ago • 46

upvoted 5 papers 10 days ago

Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers

Paper • 2410.08304 • Published Oct 10, 2024 • 1

Never Too Rigid to Reach: Adaptive Virtual Model Control with LLM- and Lyapunov-Based Reinforcement Learning

Paper • 2510.22892 • Published Oct 27, 2025 • 1

When Motion Learns to Listen: Diffusion-Prior Lyapunov Actor-Critic Framework with LLM Guidance for Stable and Robust AUV Control in Underwater Tasks

Paper • 2511.16900 • Published Nov 21, 2025 • 1

A unified convergence theory for adaptive first-order methods in the nonconvex case, including AdaNorm, full and diagonal AdaGrad, Shampoo and Muo

Paper • 2604.17423 • Published 21 days ago • 1

A New Perspective on Shampoo's Preconditioner

Paper • 2406.17748 • Published Jun 25, 2024 • 1

upvoted 2 collections 10 days ago

APEX Quants (GGUF)

Collection

MoE models quantized with the APEX Quantization technique ( https://github.com/mudler/apex-quant ) • 27 items • Updated 11 days ago • 91

NVIDIA Nemotron v3

Collection

Open, Production-ready Enterprise Models • 18 items • Updated 1 day ago • 285

upvoted a paper 10 days ago

Nemotron 3 Nano Omni: Efficient and Open Multimodal Intelligence

Paper • 2604.24954 • Published 13 days ago • 21

upvoted 11 papers 11 days ago

MatGPTQ: Accurate and Efficient Post-Training Matryoshka Quantization

Paper • 2602.03537 • Published Feb 3 • 5

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

Paper • 2601.22813 • Published Jan 30 • 61

Scalable Second Order Optimization for Deep Learning

Paper • 2002.09018 • Published Feb 20, 2020 • 1

Shampoo: Preconditioned Stochastic Tensor Optimization

Paper • 1802.09568 • Published Feb 26, 2018 • 1

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

Paper • 2602.02016 • Published Feb 2 • 13

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

Paper • 2507.18553 • Published Jul 24, 2025 • 42

OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models

Paper • 2308.13137 • Published Aug 25, 2023 • 20

DuQuant++: Fine-grained Rotation Enhances Microscaling FP4 Quantization

Paper • 2604.17789 • Published 19 days ago • 1

Rotation and Permutation for Advanced Outlier Management and Efficient Quantization of LLMs

Paper • 2406.01721 • Published Jun 3, 2024 • 1

AffineQuant: Affine Transformation Quantization for Large Language Models

Paper • 2403.12544 • Published Mar 19, 2024 • 1

FlatQuant: Flatness Matters for LLM Quantization

Paper • 2410.09426 • Published Oct 12, 2024 • 16