November 18, 2025 · papers
Four PEARL posters at SC'25
The lab presented four posters at SC'25 in St. Louis, covering long-context prefill parallelization, hybrid parallel diffusion, precision optimization for diffusion inference, and energy characterization of multimodal LLM inference. A strong showing from a first-year Ph.D. cohort.
- HydraCache: Long-Context Prefill Parallelization via Distributed Cache Blending — Adib Rezaei Shahmirzadi, Sadegh Shabihi, Feiyang Huang
- Divide, Conquer, and Denoise: Hybrid Parallel Diffusion with Memory-Aware Coarse-to-Fine Inference — Farhana Amin, Kanchon Gharami
- DiffPro: Joint Timestep and Layer-Wise Precision Optimization for Efficient Diffusion Inference — Farhana Amin, Kanchon Gharami
- Energy-Efficient Multimodal LLM Inference: Stage-Level Characterization and Input-Aware Controls — Mona Moghadampanah, Adib Rezaei Shahmirzadi