News / #outage Tag Outages 134 articles archived under #outage · RSS Sign in to follow arXiv — Machine Learning research 2mo ago Revisiting Privacy Amplification by Subsampling in Selective Release DPSGD arXiv:2606.04384v1 Announce Type: new Abstract: Machine learning's reliance on sensitive data necessitates privacy-preserving techniques like Differentially Private Stochastic Gradient Descent (DPSGD). However, DPSGD suffers from substantial utility degradation and slow… 28 Hugging Face Daily Papers research 2mo ago A Local Perturbation Theory for Cross-Domain Interference and Recovery in Multi-Domain RL Abstract Multi-domain reinforcement learning in language models causes performance degradation through shared computational pathways, but targeted refresh and rollback techniques can selectively recover lost capabilities with minimal side effects. Generated by… 34 arXiv — Machine Learning research 2mo ago Learning to See via Epiretinal Implant Stimulation in silico with Model-Based Deep Reinforcement Learning arXiv:2606.03118v1 Announce Type: new Abstract: Objective: Diseases such as age-related macular degeneration and retinitis pigmentosa cause the degradation of the photoreceptor layer. One approach to restore vision is to electrically stimulate the surviving retinal ganglion… 38 arXiv — Machine Learning research 2mo ago RAFT: Data Refinement and Adaptive Distillation for Domain Fine-Tuning with Alleviated Forgetting arXiv:2606.00147v1 Announce Type: new Abstract: Domain-specific supervised fine-tuning (SFT) often improves in-domain performance at the cost of degrading a model's general capabilities. We view this degradation through two practical gaps in domain SFT: a… 10 TechCrunch — AI news-outlet 2mo ago Florida sues OpenAI, Sam Altman, in first-of-its-kind lawsuit over violent incidents The lawsuit partially revolves around a shooting at Florida State University last year, and ChatGPT's alleged role in the incident. 18 arXiv — Machine Learning research 2mo ago idSCD: Identifying Training Datasets through Semantic Correlation Descriptors arXiv:2605.30462v1 Announce Type: new Abstract: Can a dataset be recognized from the spurious correlations it induces during training? We argue that datasets leave dataset-specific traces in a model's learned semantic correlation structure: incidental regularities that are… 25 arXiv — Machine Learning research 2mo ago Benchmarking Machine Learning Uncertainty Quantification Methodologies for Predicting Turbine Gas Temperature Degradation arXiv:2605.30585v1 Announce Type: new Abstract: Effective prognostics and health management of modern engines relies on accurate turbine gas temperature predictions and robust uncertainty quantification to ensure reliability and safety. This paper investigates five major… 38 r/LocalLLaMA community 2mo ago Qwen3.6-35B vs Gemma4-26B on 7900 XTX Ran a fair comparison between Qwen3.6-35B-A3B and Gemma4-26B-A4B on my Radeon 7900 XTX. Both reasoning-enabled at matching 32K budgets, no output caps, six generic real-world prompts (meeting notes, incident postmortem, log triage to JSON, code review, a build-vs-buy decision, a… 9 arXiv — Machine Learning research 2mo ago SCOPE: A Lightweight-training LLM Framework for Air Traffic Control Readback Monitoring arXiv:2605.29543v1 Announce Type: new Abstract: Pilot readback of Air Traffic Control (ATC) voice instructions is a primary safeguard against miscommunication in air transportation. However, readback anomalies remain implicated in approximately 80% of aviation incidents. This… 10 The Information — AI news-outlet 2mo ago Blue Origin New Glenn Rocket Explodes During Test Jeff Bezos’ space company Blue Origin suffered a serious setback Thursday evening when its New Glenn rocket exploded on a launch pad in Florida during a test. Video clips of the incident show a giant fireball engulfing the rocket and surrounding structures. No one was on board… 18 Hacker News — AI on Front Page community 2mo ago Incident with Pull Requests, Issues, Git Operations and API Requests Article URL: https://www.githubstatus.com/incidents/xy1tt3hs572m Comments URL: https://news.ycombinator.com/item?id=48293080 Points: 211 # Comments: 164 20 arXiv — NLP / Computation & Language research 2mo ago MAIGO: Mitigating Lost-in-Conversation with History-Cleaned On-Policy Self-Distillation arXiv:2605.27186v1 Announce Type: new Abstract: Large language models often solve tasks from a fully specified prompt but degrade when the same requirements unfold over multiple turns, known as the lost-in-conversation (LiC) gap. We trace part of this degradation to… 33 Vercel — AI dev-tools 2mo ago Building a real-time power outage map with Next.js on Vercel Endeavour Energy on Vercel Sub-1s page loads during peak storm traffic Five-minute data sync cycle across all upstream systems 38% faster deployments compared to their previous platform When a summer storm rolls through New South Wales in Australia, hundreds of thousands of… 7 arXiv — Machine Learning research 2mo ago Coupling-Robust Accuracy in Multiphysics Physics Informed Neural Networks via Kronecker-Preconditioned Optimization arXiv:2605.23391v1 Announce Type: new Abstract: Physics-informed neural networks (PINNs) for coupled multiphysics systems suffer systematic accuracy degradation as inter-equation coupling strengthens. We provide a theoretical explanation for this phenomenon through neural… 5 arXiv — NLP / Computation & Language research 2mo ago Model Collapse as Cultural Evolution arXiv:2605.23054v1 Announce Type: new Abstract: Model collapse, the progressive degradation of LLMs trained on their own outputs, has been characterized statistically but lacks a linguistic explanation for which structures degrade, in what order, and why. We show that iterated… 28 r/LocalLLaMA community 2mo ago Gemma4 26b a4b Apex quant is quite good I tried mudler's apex quant for gemma4 26b a4b and it was amazing! I got 38tps at 90.000 context with no loop and suprisingly no quality degradation. I used mudler/gemma-4-26B-A4B-it-APEX-GGUF / APEX-I-Compact (15gb) on my RX 9060 XT 16 GB with llama.cpp Vulkan. For comperison,… 19 Hugging Face Daily Papers research 2mo ago SpaceDG: Benchmarking Spatial Intelligence under Visual Degradation Abstract SpaceDG dataset and benchmark evaluate multimodal language models' spatial reasoning robustness under visual degradations, revealing significant performance gaps and demonstrating improved robustness through targeted training. AI-generated summary Multimodal Large… 26 arXiv — Machine Learning research 2mo ago On-Policy Consistency Training Improves LLM Safety with Minimal Capability Degradation arXiv:2605.21834v1 Announce Type: new Abstract: Aligned models can misbehave in several ways: they are often sycophantic, fall victim to jailbreaks, or fail to include appropriate safety warnings. Consistency training is a promising new alignment paradigm to mitigate such… 31 arXiv — NLP / Computation & Language research 2mo ago SpaceDG: Benchmarking Spatial Intelligence under Visual Degradation arXiv:2605.22536v1 Announce Type: cross Abstract: Multimodal Large Language Models (MLLMs) have made rapid progress in spatial intelligence, yet existing spatial reasoning benchmarks largely assume pristine visual inputs and overlook the degradations that commonly occur in… 10 The Information — AI news-outlet 2mo ago Cursor Sees Opening as GitHub Flounders Microsoft's GitHub unit has been on the defensive lately. Amid a series of outages and other snags, Jay Parikh , who oversees the software-project management platform, recently warned deputies that coding tools from Cursor and Anthropic could eventually make GitHub obsolete, my… 12 arXiv — Machine Learning research 2mo ago Decomposing MXFP4 quantization error for LLM reinforcement learning: reducible bias, recoverable deadzone, and an irreducible floor arXiv:2605.20402v1 Announce Type: new Abstract: MXFP4 arithmetic can dramatically accelerate reinforcement learning (RL) post-training of large language models (LLMs), yet the quantization error introduces severe accuracy degradation. Existing work treats the quantization error… 9 arXiv — Machine Learning research 2mo ago Graph-Driven Cross-Industry Real-Time Monitoring Framework for Anti-Money Laundering Detection in Converged Mobility-Energy Supply Chain Networks arXiv:2605.18844v1 Announce Type: new Abstract: With the deep integration of the travel and energy industries, cross-industry supply chain finance has gradually become a high-risk field of hidden money laundering incidents. For this reason, this work proposes a graph-driven… 22 arXiv — NLP / Computation & Language research 2mo ago FlexDraft: Flexible Speculative Decoding via Attention Tuning and Bonus-Guided Calibration arXiv:2605.20022v1 Announce Type: new Abstract: Speculative decoding accelerates memory-bound LLM inference without quality degradation by using a fast drafter to propose multiple candidate tokens and the target model to verify them in parallel. However, conventional sequential… 5 arXiv — NLP / Computation & Language research 2mo ago Library Drift: Diagnosing and Fixing a Silent Failure Mode in Self-Evolving LLM Skill Libraries arXiv:2605.19576v1 Announce Type: cross Abstract: Self-evolving skill libraries face a silent failure mode we term \emph{library drift}: unbounded skill accumulation without outcome-driven lifecycle management causes retrieval degradation, false-positive injections, and… 13 Hacker News — AI on Front Page community 2mo ago Incident Report: Railway Blocked by Google Cloud (Resolved) https://status.railway.com/?date=20260519 Comments URL: https://news.ycombinator.com/item?id=48201484 Points: 472 # Comments: 221 37 arXiv — Machine Learning research 2mo ago Jacobian-Guided Anisotropic Noise Reshaping for Enhancing Representation Utility under Local Differential Privacy arXiv:2605.16812v1 Announce Type: new Abstract: While Local Differential Privacy (LDP) serves as a foundational primitive for distributed data collection, its stringent noise injection requirement often leads to severe degradation in data utility. This degradation stems from the… 20 arXiv — NLP / Computation & Language research 2mo ago Why Do Safety Guardrails Degrade Across Languages? arXiv:2605.17173v1 Announce Type: new Abstract: Large language models exhibit safety degradation in non-English languages. Standard evaluation relies on Jailbreak Success Rate (JSR), which confounds several safety-driving factors into one, obscuring the specific cause(s) of… 12 arXiv — NLP / Computation & Language research 2mo ago Ontology for Policing: Conceptual Knowledge Learning for Semantic Understanding and Reasoning in Law Enforcement Reports arXiv:2605.15978v1 Announce Type: new Abstract: Law enforcement reports contain structured fields and written narratives. However, many incident facts that are needed for review, police training, and investigations are in natural language and require manual reading. We propose a… 14 Hugging Face Daily Papers research 3mo ago PRISM: Prior Rectification and Uncertainty-Aware Structure Modeling for Diffusion-Based Text Image Super-Resolution Abstract PRISM is a diffusion-based text super-resolution framework that improves accuracy under severe degradation by using flow-matching prior rectification and uncertainty-aware residual encoding. AI-generated summary Text image super-resolution (Text-SR) requires more than… 16 The Information — AI news-outlet 3mo ago Anthropic Flexes Pricing Power as Its Customers Willingly Eat the Cost Anthropic’s revenue growth is unprecedented. Newer Anthropic customers such as PagerDuty are a big part of the reason. Eric Johnson, chief information officer at PagerDuty, which helps software engineers respond to tech outages, said he is bracing for volatile costs as his… 8 AI21 Labs official-blog 3mo ago Major outage at major provider lasted 4 hours yesterday A regional networking incident took several AI API services offline for ~4 hours; status pages have full timelines + RCAs. 35 arXiv — Machine Learning research 3mo ago Rotation-Preserving Supervised Fine-Tuning arXiv:2605.10973v1 Announce Type: new Abstract: Supervised fine-tuning (SFT) improves in-domain performance but can degrade out-of-domain (OOD) generalization. Prior work suggests that this degradation is related to changes in dominant singular subspaces of pretrained weight… 22 Hacker News — Front Page community 3mo ago Instructure pays ransom to Canvas hackers https://www.instructure.com/incident_update#:~:text=STATUS%2... https://www.nytimes.com/2026/05/12/us/canvas-instructure-hac... , https://archive.ph/HIkdn Comments URL: https://news.ycombinator.com/item?id=48103668… 34 NVIDIA Developer Blog official-blog 4mo ago NVIDIA IGX Thor Powers Industrial, Medical, and Robotics Edge AI Applications Industrial and medical systems are rapidly increasing the use of high-performance AI to improve worker productivity, human-machine interaction, and downtime... 13 Page 3 of 3 · 134 articles ← Newer
