Research Papers Institution
Singapore's flagship research university, active in efficient deep learning, model compression, and generative models through groups such as its Learning and Vision Lab.
Agent Memory · National University of Singapore
EvoArena turns static agent tasks into evolving chains and finds current agents average only 39.6% accuracy; EvoMem adds patch memory and improves chain-level accuracy by 3.7 points.
Multimodal Models · Peking University
A survey that reframes long-video MLLMs as three abilities (watch, remember, reason), comparing against 11 prior surveys and organizing 100+ methods plus 5 application domains.
Mixture of Experts · National University of Singapore
dMoE aligns token-level MoE routing with block-parallel decoding in diffusion LLMs. On LLaDA2.0-mini it cuts unique experts per block from 69.5 to 14.6, keeps 99.11% accuracy, and frees 76-80% of expert memory.