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STaR-Quant: State-Time Consistent Post-Training Quantization for Diffusion Large Language Models
arXiv:2606.04945v2 Announce Type: replace Abstract: Diffusion large language models (DLLMs) have recently emerged as a promising alternative to autoregressive LLMs by generating text through iterative masked denoising with bidirectional context. However, their large model sizes and iterative denoising process introduce substantial memory and computational overhead, motivating post-training quantization for efficient deployment. In this paper, we identify two key challenges for low-bit DLLM...
STaR-Quant: State-Time Consistent Post-Training Quantization for Diffusion Large Language Models
arXiv:2606.04945v1 Announce Type: new Abstract: Diffusion large language models (DLLMs) have recently emerged as a promising alternative to autoregressive LLMs by generating text through iterative masked denoising with bidirectional context. However, their large model sizes and iterative denoising process introduce substantial memory and computational overhead, motivating post-training quantization for efficient deployment. In this paper, we identify two key challenges for low-bit DLLM...
The European Parliament may be ditching Google as its default search engine
The European Parliament may be ditching Google as its default search engine EU officials are trying to decrease the bloc's dependency on foreign tech. European legislators are taking another step away from relying on American tech. The European Parliament will reportedly stop using Google as the default search engine on its in-house computers.
Launch HN: Expanse (YC P26) – Unlock Wasted GPU Capacity
Hey HN, we’re Ismaeel, Eren, Yafet and Nikodem. We built Expanse (https://expanse.sh/) to increase the effective capacity of your HPC/GPU clusters running schedulers/orchestrators like Kubernetes and SLURM. We read the source code, job submission script, and the hardware a workload is about to run on to predict what the job actually needs before the cluster sees it.
A 10 year old Xeon is all you need (for 26B-A4B MTP Drafters without GPU)
A 10 year old Xeon is all you need 17 minutes read The previous post covered getting Gemma 4’s MTP drafters quantized and paired with a verifier. This one is about running the result on a machine that has no business running it. I have a recycled server.
I built a vulnerable app and spent $1,500 seeing if LLMs could hack it
I built a vulnerable app and spent $1,500 seeing if LLMs could hack it As a part of my work I do security research for various apps and websites. I wanted to see if LLMs could reproduce a common class of exploits I’ve found in multiple apps. I made a fake React Native app in Expo and a backend in Python.
Comment on "Possibility of superradiant neutrino emission by atomic condensate" by M. Blasone, L. Gastaldo and F. Romeo, Phys. Rev. D 113, 053010 (2026)
Quantum Physics [Submitted on 3 Jun 2026] Title:Comment on "Possibility of superradiant neutrino emission by atomic condensate" by M. Blasone, L. Gastaldo and F. Romeo, Phys. Rev. D 113, 053010 (2026) View PDF HTML (experimental)Abstract:We show that the recent proposal for superradiant emission of neutrinos cannot evade our proof that superradiant neutrino emission is fundamentally impossible.
The European Union reveals details of its tech sovereignty package
The European Union reveals details of its tech sovereignty package New proposals will see the EU further invest in European startups and companies as it looks to strengthen its homegrown tech footprint. The European Commission has announced a new European Technological Sovereignty Package, designed to further reduce its reliance on foreign tech. The EU wants to focus on building out Europe's capacity in areas such as semiconductors, AI, cloud computing and open-source projects.
Quantum-limited estimation of atmospheric turbulence via spatial mode decomposition
Quantum Physics [Submitted on 4 Jun 2026] Title:Quantum-limited estimation of atmospheric turbulence via spatial mode decomposition View PDF HTML (experimental)Abstract:We establish the ultimate precision limit for estimating the optical spatial coherence radius (Fried parameter) within a quantum metrological framework. In the weak field regime, we show that spatial-mode decomposition -- originally introduced for superresolution imaging -- enables substantially more precise estimation than...
Meet the big winners of 2026 oil price volatility — and why their strategies are now shifting focus
The surge in oil prices and ongoing volatility have netted major gains in a corner of the market that rarely captures headlines: quantitative trend-following hedge funds. Quantitative trend-followers — also known as commodity trading advisors (CTAs) or managed futures funds — use complex machine-learning algorithms, statistical analysis and factor-based modelling to identify price trends across futures markets, including equities, bonds, commodities and currencies. The spike in commodity...