Author

Olatunji Ruwase

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Open access Sep 2026

ZenFlow: Enabling Stall-Free Offloading for LLM Training

Fine-tuning large language models (LLMs) often exceeds GPU memory limits, prompting systems to offload model states to CPU memory. However, existing offloaded training frameworks like ZeRO-Offload treat all parameters equally and update the full model on the CPU, causing severe GPU stalls, where fast, expensive GPUs si...

Ting-Feng Lan, Yu-Sen Wu, Bin Ma et al. · Proceedings of the ACM on Ma... · 0 citations

Preprint Aug 2026

LongVU-TTT: Causal Test-Time Training for Visual Resampling in Long Video Understanding

LongVU-TTT is introduced, which inserts a convolutional Test-Time Training (TTT) resampler with causal fast-weight updates between the vision encoder and the LLM, and is stronger than attention- and fixed-state recurrent resamplers across three benchmarks.

Mahmoud Ahmed, Sameh Abdulah, Olatunji Ruwase et al. · 0 citations