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6 results for "trust"
- 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 → - engineering · arxiv/cs.LG · 4 min
Graph Neural Networks Cut QAOA Query Cost by 87%
A trust-region method using GNNs to predict QAOA parameter distributions reduces circuit evaluations while preserving solution quality on small graphs.
Apr 29, 2026 Read → - ai · hackernoon · 7 min
AI-era identity: Google's scale vs. Web3's open trust rails
As AI agents flood the internet, the real contest is over which layer decides who and what gets treated as legitimate.
Apr 26, 2026 Read → - ai · arxiv/cs.AI · 8 min
Trust-weighted SSL improves aerial image learning under corruption
Additive-residual trust weights boost self-supervised learning robustness when aerial images degrade, outperforming standard contrastive methods on benchmark datasets.
Apr 24, 2026 Read → - ai · arxiv/cs.AI · 8 min
LLMs show human-like trust bias toward people, with demographic blind spots
Study of 43,200 experiments reveals language models develop trust patterns similar to humans, including susceptibility to age, religion, and gender bias in financial decisions.
Apr 17, 2026 Read → - ai · arxiv/cs.LG · 5 min
Rejection-Gated Policy Optimization replaces importance weighting with learned gates
A new reinforcement learning method selects trustworthy samples via differentiable gates instead of reweighting all samples, reducing variance and improving RLHF alignment.
Apr 17, 2026 Read →