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Toward a Well-Calibrated Discrimination via Survival Outcome-Aware Contrastive Learning

Neural Information Processing Systems

Previous deep learning approaches for survival analysis have primarily relied on ranking losses to improve discrimination performance, which often comes at the expense of calibration performance. To address such an issue, we propose a novel contrastive learning approach specifically designed to enhance discrimination without sacrificing calibration.




Appendix (LAION-5B: An open large-scale dataset for training next generation image-text models) A Datasheet for LAION-5B dataset A.1 Motivation Q1

Neural Information Processing Systems

For what purpose was the dataset created? Was there a specific task in mind? YFCC with 100 million image/videos and associated metadata. Who created the dataset (e.g., which team, research group) and on behalf of which Who funded the creation of the dataset? This work was sponsored by Hugging Face and Stability AI. What do the instances that comprise the dataset represent (e.g., documents, photos, Are there multiple types of instances (e.g., movies, users, and ratings; We provide 5.8 billion image-text pairs.




Hints-In-Browser: Benchmarking Language Models for Programming Feedback Generation

Neural Information Processing Systems

Generative AI and large language models hold great promise in enhancing programming education by generating individualized feedback and hints for learners. Recent works have primarily focused on improving the quality of generated feedback to achieve human tutors' quality.




9 rare animals caught on camera in the 'Amazon of Asia'

Popular Science

A 2025 survey in the forests of Laos, Vietnam, and Cambodia uncovered several rare and endangered animals. A pig-tailed macaque is caught on camera in a Cambodian forest. Breakthroughs, discoveries, and DIY tips sent six days a week. The results of a new camera-trap survey in Southeast Asia is revealing a bevy of hidden biodiversity tucked within the Annamites mountain range . This largely unexplored wildlife hotspot has a forest stretching 683 miles (1,100 kilometers) across the countries of Laos, Vietnam, and Cambodia.