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20 results for "framework"
- engineering · arxiv/cs.LG · 8 min
Quantum PCA via soft measurement replaces eigenvector extraction
A measurement-based framework for quantum principal component analysis avoids expensive eigenvector recovery by using entropy-regularized filters calibrated once per dataset.
May 28, 2026 Read → - ai · arxiv/cs.LG · 8 min
Mixed Precision Training Stabilizes Neural ODEs
Researchers demonstrate a framework that reduces memory use by 50% and speeds up neural ODE training 2x by carefully mixing low and high precision arithmetic.
May 3, 2026 Read → - ai · arxiv/cs.AI · 8 min
Safe Bilevel Delegation: Runtime Safety Control for Multi-Agent LLM Systems
A formal framework that dynamically adjusts safety-efficiency trade-offs when delegating tasks to specialized AI sub-agents during execution.
May 2, 2026 Read → - ai · arxiv/cs.AI · 3 min
Multi-agent framework automates recommendation system tuning
AgenticRecTune uses specialized LLM agents to optimize configuration across pre-ranking, ranking, and re-ranking pipelines without manual tuning.
May 1, 2026 Read → - ai · arxiv/cs.AI · 3 min
Internal AI Risk Reporting Standard for Frontier Developers
Frontier AI companies must document safety practices for models tested internally before public release, across three regulatory frameworks.
Apr 30, 2026 Read → - ai · arxiv/cs.LG · 5 min
MotionBricks: Real-Time Motion Generation at 15,000 FPS
A modular generative framework scales motion synthesis to production speeds while supporting multi-modal control without requiring animation expertise.
Apr 29, 2026 Read → - ai · arxiv/cs.LG · 8 min
Agentic AI Security Requires Layered Defense, Not Just Prompt Guards
A new framework maps AI agent vulnerabilities across seven architectural layers and four time horizons, revealing that 93% of research ignores the slowest, most dangerous threats.
Apr 28, 2026 Read → - ai · arxiv/cs.AI · 8 min
Rule-Based AI Needs Policy Grounding, Not Label Agreement
Content moderation systems fail when evaluated by human agreement alone. A new framework measures whether decisions logically follow stated rules instead.
Apr 26, 2026 Read → - ai · arxiv/cs.AI · 8 min
Testing POMDP Policies Against Sensor Drift and Model Mismatch
New framework quantifies how much observation noise a decision policy can tolerate before performance collapses, with polynomial-time algorithms for real systems.
Apr 26, 2026 Read → - ai · arxiv/cs.AI · 8 min
Meta-predicates enforce evidence rules in clinical AI before deployment
A framework using domain-specific languages and epistemological type systems validates that clinical decision logic uses appropriate evidence sources, not just accurate predictions.
Apr 26, 2026 Read → - ai · arxiv/cs.AI · 8 min
Statistical Certification Framework for AI Risk Regulation
Researchers propose a two-stage verification method to quantify acceptable risk thresholds and audit AI system failure rates without model access.
Apr 25, 2026 Read → - ai · arxiv/cs.AI · 5 min
StyleVAR: Autoregressive Style Transfer via Discrete Latent Codes
Researchers build conditional image synthesis into VAR framework using blended cross-attention, achieving texture transfer while preserving content structure across multiple scales.
Apr 25, 2026 Read → - ai · arxiv/cs.AI · 3 min
VLAA-GUI: Framework Stops Agents from Looping and Guessing
A modular GUI automation system uses verification, loop detection, and search to prevent autonomous agents from declaring false success or repeating failed actions.
Apr 24, 2026 Read → - engineering · arxiv/cs.LG · 8 min
Multi-Agent Edge Systems Hit a Scaling Wall at 100+ Agents
A new framework addresses the Synergistic Collapse problem where performance degrades superlinearly as distributed agents grow, combining neural caching, action pruning, and hardware matching.
Apr 23, 2026 Read → - ai · arxiv/cs.AI · 4 min
Automated quantization shrinks spike-driven language models for edge devices
QSLM framework compresses neural network models by up to 86.5% while preserving accuracy, enabling deployment on resource-constrained embedded hardware.
Apr 22, 2026 Read → - ai · arxiv/cs.LG · 8 min
Three diffusion methods unified under population genetics framework
Researchers connect discrete, Gaussian, and simplicial diffusion models through Wright-Fisher theory, enabling stable cross-domain sequence generation.
Apr 21, 2026 Read → - ai · arxiv/cs.LG · 8 min
Theory for learning blind inverse problems with finite samples
Researchers establish sample complexity bounds and optimal estimators for blind inverse problems using linear minimum mean square estimation framework.
Apr 21, 2026 Read → - engineering · hackernoon · 6 min
Bots Follow Scripts; Agents Pursue Goals — Know the Difference
A structural comparison of rule-based bots and LLM-driven agents, with a framework for choosing the right autonomy level.
Apr 18, 2026 Read → - ai · hackernoon · 2 min
HackerNoon indexes 218 articles on AI agents for self-directed study
A curated reading list from HackerNoon's Learn Repo maps the AI agent landscape across frameworks, protocols, security, and production failures.
Apr 18, 2026 Read → - ai · arxiv/cs.AI · 8 min
Formal framework for multi-agent AI system safety and coordination
Researchers propose unified semantic models and 30 temporal-logic properties to verify behavior, detect coordination failures, and prevent vulnerabilities in agentic AI systems.
Apr 17, 2026 Read →