The Archive
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QAROO: AI-Driven Online Task Offloading for Energy-Efficient and Sustainable MEC Networks
QAROO framework uses quantum attention-based reinforcement learning for task offloading in wireless-powered mobile edge computing networks.
SAFEdit: Does Multi-Agent Decomposition Resolve the Reliability Challenges of Instructed Code Editing?
SAFEdit multi-agent framework decomposes LLM-based code editing into specialized roles, improving reliability on EditBench from <60% baseline.
Verification of Neural Networks (Lecture Notes)
Lecture notes on neural network verification covering feedforward, recurrent, attention mechanisms, transformers, and algorithmic verification techniques.
24/7 Simulation Loops: How Agentic AI Keeps Subsurface Engineering Moving
The subsurface industry is at a critical point in its digital evolution. For decades, unlocking reservoir potential has relied on experts performing essential... The subsurface industry is at a critical point in its digital evolution. For decades, unlocking reservoir potential has relied on experts performing essential and time-intensive manual workflows. As data complexity grows, the gap between machine speed and human bandwidth has become a primary bottleneck. On-demand simulation workflows are currently hampered by both manual data overhead… Source
Toward Scalable Terminal Task Synthesis via Skill Graphs
SkillSynth automates terminal task synthesis via skill graphs to improve trajectory diversity for training command-line execution agents.
Scalable Inference Architectures for Compound AI Systems: A Production Deployment Study
Salesforce production inference architecture for compound AI systems supporting heterogeneous model composition, agents, and retrieval at scale.
I’m loving the resets ❤️❤️
Reddit user expresses satisfaction with OpenAI feature; no technical details or substantive content provided.
Musk and Altman go to court
The trial between Elon Musk and OpenAI is officially upon us. And it is going to be a mess. As the two sides fight over the early days of AI, who deserves credit and cash for what, and more, we're likely to spend the next few weeks hearing a lot of important people's secrets made extremely public. Which may be exactly what Musk is going for. Verge subscribers, don't forget you get exclusive access to ad-free Vergecast wherever you get your podcasts. Head here. Not a subscriber? You can sign up here. On this episode of The Vergecast, The Verge's Liz Lopatto joins the show to explain the origin...
Google Signs Classified AI Deal With Pentagon Amid Employee Opposition
Google signed classified AI agreement with Pentagon enabling military use of Gemini models despite internal employee opposition.
Toward Multimodal Conversational AI for Age-Related Macular Degeneration
OcularChat, a Qwen2.5-VL MLLM fine-tuned for age-related macular degeneration diagnosis via visual QA on retinal fundus photographs.
Cross-Lingual Jailbreak Detection via Semantic Codebooks
Language-agnostic jailbreak detection using semantic codebooks mitigates cross-lingual prompt attacks on multilingual LLMs without retraining.
Thousands of RobotEra L7 humanoid robots to enter service across 10+ logistics centers performing sorting tasks
RobotEra deploying L7 humanoid robots across 10+ logistics centers for sorting tasks, scaling humanoid deployment in real-world operations.
Learning Generalizable Multimodal Representations for Software Vulnerability Detection
MultiVul framework uses multimodal contrastive learning to align code and comments for improved software vulnerability detection across complex structures.
Locked out, account still being billed, any advice?
Hello earlier I tried the verification process via persona and couldn't get my driver license barcode to register. The website currently refuses to reopen retry the verification process, and just gives me this prompt. I've put in the ticket 3 days ago via this prompt in the image and don't have a confirmation email still. I've been unable to use claude, any attempt... api, web client otherwise returns: API Error: 400 {"type":"error","error":{"type":"invalid\_request\_error","message":"Identity verification is required to continue."}, It is still billing me monthly right now, I...
Adaptive Meta-Learning Stochastic Gradient Hamiltonian Monte Carlo Simulation for Bayesian Updating of Structural Dynamic Models
Meta-learning enhancement to MCMC methods for Bayesian structural health monitoring reduces neural network retraining overhead for new tasks.
Backtranslation Augmented Direct Preference Optimization for Neural Machine Translation
DPO-based post-training framework for neural machine translation uses RL with human or AI feedback to reduce persistent translation errors.
Built a business this weekend. I'm scared.
User anecdote: Claude LLM helped identify overlooked business opportunity and regulatory compliance path.
Bug-Report-Driven Fault Localization: Industrial Benchmarking and Lesson Learned at ABB Robotics
ABB Robotics benchmark demonstrates AI fault localization from bug report text alone without source code access in industrial software maintenance.
RADD: Retrieval-Augmented Discrete Diffusion for Multi-Modal Knowledge Graph Completion
RADD framework decouples retrieval and reranking for multimodal knowledge graph completion using discrete diffusion and retrieval-augmented distillation.
Spreadsheet Modeling Experiments Using GPTs on Small Problem Statements and the Wall Task
Evaluation of Excel AI and GPT tools for spreadsheet model generation reveals inconsistency and reproducibility challenges despite structural soundness.
Think Before You Act -- A Neurocognitive Governance Model for Autonomous AI Agents
CORAL framework integrates neurocognitive governance principles into autonomous AI agents for safety-critical deployment with internalized behavioral alignment.
The great American data center divide
Many rural communities are viscerally opposed to AI infrastructure.
GPT 5.6 Coming
Reddit speculation about GPT 5.6 release with no substantive details or official announcement.
CORAL: Adaptive Retrieval Loop for Culturally-Aligned Multilingual RAG
CORAL adaptive retrieval loop for multilingual RAG addresses cultural alignment failures through context-aware agentic retrieval strategies.
Modeling Human-Like Color Naming Behavior in Context
NeLLCom-Lex framework models human color naming lexicons in neural agents; extends with context modeling to reduce non-convex divergence from human categories.
LLM-ReSum: A Framework for LLM Reflective Summarization through Self-Evaluation
LLM-ReSum meta-evaluation of 14 summarization metrics across 7 datasets shows ROUGE/BLEU weak correlation with human judgment; proposes LLM-based alternatives.
Deflation-Free Optimal Scoring
Deflation-Free Sparse Optimal Scoring reformulates linear discriminant analysis with simultaneous orthogonal constraint estimation for high-dimensional feature selection.
YouTube is testing an AI-powered search feature that shows guided answers
YouTube is rolling out the new AI search feature to Premium subscribers in the U.S. on an opt-in basis.
Residual-loss Anomaly Analysis of Physics-Informed Neural Networks: An Inverse Method for Change-point Detection in Nonlinear Dynamical Systems with Regime Switching
Physics-informed neural networks framework for joint change-point detection and parameter estimation in nonlinear dynamical systems with regime transitions.