Timeline lokal

Language models are not closer to Solomonoff induction universally. Each computable model has cheap environments it never learns.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.14007
#MachineLearning

Researchers propose PLDiv to measure dataset diversity and semantic collapse using persistence landscapes.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.14031
#MachineLearning

A new Bayesian model for teaching by demonstration reveals stark differences between intentionally showing a task and simply performing it.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.14004
#MachineLearning

The authors present Multi-Ratio ConceptMoE, a single model supporting compression ratios of 2, 4 and 8.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.14074
#MachineLearning

Researchers introduced Contrastive Covariance Steering to eliminate confound variation in large language model activation steering.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.14025
#MachineLearning

MDN-VJEPA is a multimodal probabilistic JEPA that instantiates the latent predictor as a mixture density network representing future states with a Gaussian mixture. Controlled experiments show that MDN-VJEPA closely recovers known branching predictive laws.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.13956
#MachineLearning

Researchers introduced GF-Bench, a framework and dataset for generating diverse failures in distributed GPU workloads.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.14009
#MachineLearning

The paper introduces a predictive self-evolution framework that uses an Improvement Dynamics Model to forecast the outcomes of agent modifications before evaluation.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.13991
#MachineLearning

SemTree is a framework that models rule decisions as semantic decision trees, where each node asks a natural-language question answered by a semantic judge.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.13999
#MachineLearning

LLM-as-a-judge evaluation often aggregates multiple judges' decisions into a majority vote, but this does not guarantee reliable evaluation of an individual item.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.14029
#MachineLearning

The paper introduces SIDERIUS, an LLM-agent system that moves beyond single numerical scores toward scientifically valid long-horizon ML development for physics time-series data.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.14024
#MachineLearning

The authors introduce SPLICE, a workflow that moves verification and repair out of the training loop into offline data generation.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.13996
#MachineLearning

NVIDIA announced a five-year compute donation valued at $250 million to boost the United Kingdom's agentic safety and security research capability.
Source: NVIDIA
https://nvidianews.nvidia.com/news/nvidia-commits-250-million-to-advance-uk-agentic-safety-and-security-research-over-the-next-five-years
#AIAgents #Nvidia

The International Monetary Fund warned that global economic risks are rising as big technology firms take on large debt to build artificial intelligence data centers worldwide.
Source: Asia Times
https://asiatimes.com/2026/10/imf-warns-of-debt-fueled-ai-spending-as-bubble-fears-grow/
#TechPolicy

Nvidia says it will invest in the French medical website Doctolib. The chief executive said the funds will speed up hiring and development of its in-house AI models.
Source: The Hindu
https://www.thehindu.com/sci-tech/technology/nvidia-says-to-invest-in-french-medical-website/article71582214.ece
#Startups #Nvidia

LG Electronics is partnering with Apple to launch seven AI-powered smart-home devices, including cameras, a video doorbell, a smart lock, a thermostat and a temperature sensor.
Source: The Korea Herald
https://www.koreaherald.com/article/10902361
#Tech #Apple #Amazon

OpenAI is in early talks to acquire Trail of Bits, a cybersecurity research firm that focuses on software vulnerabilities and open-source security.
Source: DigiTimes Asia
https://www.digitimes.com/news/a20261014VL209/openai-cybersecurity-acquisition-software.html
#AI #OpenAI

LG Electronics is working with Bosch to develop automotive chiplets, which could mark LG's formal entry into the automotive semiconductor market.
Source: DigiTimes Asia
https://www.digitimes.com/news/a20261014PD208/lg-automotive-bosch-lg-electronics-soc.html
#Semiconductors

The EU is looking to emulate Ireland's approach to artificial intelligence.
Source: The Economic Times
https://economictimes.indiatimes.com/tech/artificial-intelligence/eu-takes-a-page-from-irelands-ai-playbook/articleshow/134931453.cms
#TechPolicy #EU

SoftBank sold junk bonds in a record $11 billion offering, raising stakes for CEO Masayoshi Son's all-in AI bet. The deal promises the highest-ever yields for the company.
Source: The Economic Times
https://economictimes.indiatimes.com/tech/artificial-intelligence/softbank-junk-bond-sale-raises-stakes-for-ceo-sons-all-in-ai-bet/articleshow/134930375.cms
#Startups