Research Papers Institution
A leading research university whose AI work spans vision, language, robotics, and computational neuroscience.
Fine-Tuning & Adaptation · MIT
MIT shows LoRA and full fine-tuning reach similar accuracy through different weights: LoRA adds intruder dimensions that carry most of its forgetting and can be scaled down after training at almost no accuracy cost.
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.
SANA-Streaming edits 1280x704 video in real time at 24 end-to-end FPS on a single RTX 5090, with the diffusion transformer core hitting 58 FPS via a hybrid DiT and Cycle-Reverse Regularization.
BrainCause uses text-to-image generation plus an fMRI encoder to causally test what brain regions represent, cutting false-positive localizations from 73.4% to 23% across 260 visual concepts.