augmentation

提出了 Augmentation-Guided Adversarial Training (AGAT) 框架，利用基于增强的局部稳定性 (ALS) 得分选择不稳定邻域的样本进行对抗训练，在仅对 20–30% 样本施加对抗监督的情况下达到相当或更高的鲁棒准确率，同时降低训练成本。

Moonwalkers Dusk are strap-on motorized wheels that let users walk at up to twice normal speed, launched as a consumer wearable mobility product.

This article critiques the dominant focus on AI replacing human roles and proposes evaluating AI progress by how it augments human capabilities, enabling people to achieve tasks previously beyond their reach.

An ICML invited talk argues that AI is an augmentation technology rather than pure automation, suggesting researchers and developers shift focus to evaluation, conceptual progress, and domain skills.

The article argues that AI should be used to assist customer support agents rather than replace them, emphasizing human-AI collaboration.

Kent C. Dodds announces Kody, a personal AI agent that augments existing tools like Cursor AI, OpenAI, and Anthropic to create safer, deterministic integrations and automations, instead of replacing them.

This paper investigates augmentation techniques for CNN-based classification of multispectral images from visible and thermal infrared cameras, using the ThermalWorld dataset to understand how different augmentations affect classification accuracy.

The article argues that AI's potential to augment human productivity is limited by humans lacking a serious context of use and being bottlenecked by internal factors where external tools can't help.