PPoPP 2025

Meta Info

Homepage: https://ppopp25.sigplan.org

Paper list: https://ppopp25.sigplan.org/track/PPoPP-2025-Main-Conference-1#event-overview

Acceptance Rate

20.1% (= 38 / 189)

Papers

Large Language Models (LLMs)

• LLM Training

  • ATTNChecker: Highly-Optimized Fault Tolerant Attention for Large Language Model Training

    • Oregon & Pacific Northwest National Laboratory & William and Mary

  • Mario: Near Zero-cost Activation Checkpointing in Pipeline Parallelism

    • ICT, CAS

  • WeiPipe: Weight Pipeline Parallelism for Communication-Effective Long-Context Large Model Training

    • THU & NUS & CETHIK & Lynxi Technology

• LLM Inference

  • MARLIN: Mixed-Precision Auto-Regressive Parallel Inference on Large Language Models

    • ISTA & Universidade da Coruña & ETH & IST Austria

Mixture-of-Experts (MoEs)

• MoE Training

  • Harnessing Inter-GPU Shared Memory for Seamless MoE Communication-Computation Fusion

    • WHU & NVIDIA & UMacau

Graph Neural Networks (GNNs)

• GNN Training

  • Adaptive Parallel Training for Graph Neural Networks [Code]

    • CUHK

• GNN Inference

  • Helios: Efficient Distributed Dynamic Graph Sampling for Online GNN Inference

    • ZJU & Alibaba

GPU Sharing

• SGDRC: Software-Defined Dynamic Resource Control for Concurrent DNN Inference on NVIDIA GPUs

  • HKUST

Sparse Matrix-Matrix Multiplication (SpMM)

• Acc-SpMM: Accelerating General-purpose Sparse Matrix-Matrix Multiplication with GPU Tensor Cores

  • Computer Network Information Center, CAS & RUC & Hangzhou Dianzi University

• FlashSparse: Minimizing Computation Redundancy for Fast Sparse Matrix Multiplications on Tensor Cores

  • BUPT