A comprehensive index of artificial intelligence and machine-learning research with AI-generated summaries, citation metrics, and direct links to papers and code.
Amber Yijia Zheng, Lu Liu, Raymond A. Yeh, et al.
A controlled study using a procedural testbed reveals that data distribution balance and caption quality critically impact text-to-video model generalization and training efficiency.
Dwip Dalal, Shivansh Patel, Chahit Jain, et al.
Anchor-Align augments behavior cloning with vision-language anchoring and language-action alignment to prevent representation drift and improve VLA policy generalization.
Chiyuan Zhang, Samy Bengio, Moritz Hardt, et al.
Large neural networks can fit random labels and noise, challenging traditional views on generalization.
Nischay Dhankhar, Dos Baha, Abulhair Saparov
This paper establishes scaling laws for hypernetwork-based knowledge injection into LLMs, showing power-law scaling and superior OOD generalization.
Connor Shorten, Taghi M. Khoshgoftaar, Borko Furht
This survey reviews text data augmentation for deep learning, covering motifs, frameworks, generalization, and practical tools.