2 papers
cs.AI2026
MathNet: a Global Multimodal Benchmark for Mathematical Reasoning and Retrieval
Shaden Alshammari, Kevin Wen, Abrar Zainal +5
Mathematical problem solving remains a challenging test of reasoning for large language and multimodal models, yet existing benchmarks are limited in size, language coverage, and t…
cs.LG2025
Beyond I-Con: Exploring New Dimension of Distance Measures in Representation Learning
Jasmine Shone, Zhening Li, Shaden Alshammari +2
The Information Contrastive (I-Con) framework revealed that over 23 representation learning methods implicitly minimize KL divergence between data and learned distributions that en…