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9 results for "logic"
- ai · arxiv/cs.LG · 4 min
ActiNet: Self-Supervised Model Improves Wrist Activity Classification
Open-source deep learning tool outperforms random forest baselines for extracting activity intensity from wearable accelerometer data in epidemiological research.
May 3, 2026 Read → - ai · arxiv/cs.LG · 8 min
Logic Rules Boost Generative ML Trustworthiness in Networks
NetNomos integrates formal logic constraints into generative models to enforce networking rules and reduce hallucinations in telemetry, forecasting, and synthetic data tasks.
May 3, 2026 Read → - ai · arxiv/cs.AI · 8 min
Poisoned Pretraining: Hidden Attacks Embedded in LLM Training Data
Researchers demonstrate how adversaries can plant dormant malicious logic in large language models by seeding poisoned content across obscure websites, evading detection until triggered.
Apr 27, 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
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.LG · 8 min
Simple graph models match deep learning for molecular prediction
Classical topological indices enhanced with regularization and ensemble methods outperform neural networks on molecular property benchmarks without GPU requirements.
Apr 23, 2026 Read → - startups · hackernoon · 3 min
Bitcoin Mining and Price Recovery Operate on Separate Logics
Mining follows protocol rules; price recovery follows human behavior. Conflating the two leads to miscalibrated expectations and poor decisions.
Apr 19, 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 → - ai · arxiv/cs.AI · 8 min
Modular Neural Networks Learn Three-Valued Logic Without Symbolic Solvers
THEIA demonstrates that dedicated domain engines enable neural networks to master Kleene three-valued logic and generalize compositionally to sequences 100x longer than training.
Apr 17, 2026 Read →