(#450) CereSZ: Enabling and Scaling Error-bounded Lossy Compression on Cerebras CS-2

Authors: Shihui Song , Yafan Huang , Peng Jiang , Xiaodong Yu , Weijian Zheng , Sheng Di , Qinglei Cao , Yunhe Feng , Zhen Xie , Franck Cappello

(#116) A Portable, Fast, DCT-based Compressor for AI Accelerators

Authors: Milan Shah , Xiaodong Yu , Sheng Di , Michela Becchi , Franck Cappello

(#118) ADTopk: All-Dimension Top-k Compression for High-Performance Data-Parallel DNN Training

Authors: Zhangqiang Ming , Yuchong Hu , Wenxiang Zhou , Xinjue Zheng , Chenxuan Yao , Dan Feng

(#42) GNNOne: A Unified System Optimizations for GNN Kernels

Authors: Yidong Gong , Pradeep Kumar

(#283) DataStates-LLM: Lazy Asynchronous Checkpointing for Large Language Models

Authors: Avinash Maurya , Robert Underwood , M. Mustafa Rafique , Franck Cappello , Bogdan Nicolae

(#114) FPBOXer: Efficient Input-Generation for Targeting Floating-Point Exceptions in GPU Programs

Authors: Anh Tran , Ignacio Laguna , Ganesh Gopalakrishnan

(#292) Reinforcement Learning-based Adaptive Mitigation of Uncorrected DRAM Errors in the Field

Authors: Isaac Boixaderas , Sergi Moré , Javier Bartolome , David Vicente , Petar Radojković , Paul M. Carpenter , Eduard Ayguadé

(#115) FaaSKeeper: Learning from Building Serverless Services with ZooKeeper as an Example

Authors: Marcin Copik , Alexandru Calotoiu , Pengyu Zhou , Konstantin Taranov , Torsten Hoefler

(#273) FaaSRail: Employing Real Workloads to Generate Representative Load for Serverless Research

Authors: Christos Katsakioris , Chloe Alverti , Konstantinos Nikas , Dimitrios Siakavaras , Stratos Psomadakis , Nectarios Koziris

(#179) Faast: An Efficient Serverless Framework Made Snapshot-based Function Response Fast

Authors: Yongshu Bai , Zhihui Yang , Feng Gao

(#104) IDT: Intelligent Data Placement for Multi-tiered Main Memory with Reinforcement Learning

Authors: Juneseo Chang , Wanju Doh , Yaebin Moon , Eojin Lee , Jung Ho Ahn

(#191) DLHT: A Non-blocking Resizable Hashtable with Fast Deletes and Memory-awareness

Authors: Antonios Katsarakis , Vasilis Gavrielatos , Nikos Ntarmos

(#117) Accelerating Function-Centric Applications by Discovering, Distributing, and Retaining Reusable Context in Workflow Systems

Authors: Thanh Son Phung , Colin Thomas , Logan Ward , Kyle Chard , Douglas Thain

(#96) ETS: Deep Learning Training Iteration Time Prediction based on Execution Trace Sliding Window

Authors: Zichao Yang , Hao GUO , Heng Wu , Yuewen WU , Hua Zhong , Wenbo ZHANG , Chuan Zhou , Yan Liu

(#308) Can Large Language Models Write Parallel Code?

Authors: Daniel Nichols , Joshua H. Davis , Zhaojun Xie , Arjun Rajaram , Abhinav Bhatele

(#296) FASOP: Fast yet Accurate Automated Search for Optimal Parallelization of Transformers on Heterogeneous GPU Clusters

Authors: Sunyeol Hwang , Eungyeong Lee , Hongseok Oh , Youngmin Yi

(#272) Extending Sparse Patterns to Improve Inverse Preconditioning on GPU Architectures

Authors: Sergi Laut , Ricard Borrell , Marc Casas

(#506) SIMCoV-GPU: Accelerating an Agent-Based Model for Exascale

Authors: Kirtus Leyba , Steven Hofmeyr , Stephanie Forrest , Judy Cannon , Melanie Moses

(#176) HAM-SpMSpV: an Optimized Parallel Algorithm for Masked Sparse Matrix-Sparse Vector Multiplications on multi-core CPUs

Authors: Lei Xu , Haipeng Jia , Yunquan Zhang , Luhan Wang , Xianmeng Jiang

(#303) Loki: A System for Serving ML Inference Pipelines with Hardware and Accuracy Scaling

Authors: Sohaib Ahmad , Hui Guan , Ramesh K. Sitaraman

(#77) ESG: Pipeline-Conscious Efficient Scheduling of DNN Workflows on Serverless Platforms with Shareable GPUs

Authors: Xinning Hui , Yuanchao Xu , Zhishan Guo , Xipeng Shen

(#19) ElasticRoom: Multi-Tenant DNN Inference Engine via Co-design with Resource-constrained Compilation and Strong Priority Scheduling

Authors: Lixian Ma , Haoruo Chen , En Shao , Leping Wang , Quan Chen , Guangming Tan

(#516) Near-Optimal Wafer-Scale Reduce

Authors: Piotr Luczynski , Lukas Gianinazzi , Patrick Iff , Leighton Wilson , Daniele De Sensi , Torsten Hoefler

(#71) Efficient all-to-all Collective Communication Schedules for Direct-connect Topologies

Authors: Prithwish Basu , Liangyu Zhao , Jason Fantl , Siddharth Pal , Arvind Krishnamurthy , Joud Khoury

(#417) ScaleDFS: Accelerating Decentralized and Private File Sharing via Scaling Directed Acyclic Graph Processing

Authors: Mansub Song , Lan Anh Nguyen , Sunggon Kim , Hyeonsang Eom , Yongseok Son

(#122) EvoStore: Towards Scalable Storage of Evolving Learning Models

Authors: Robert Underwood , Meghana Madhyastha , Randal Burns , Bogdan Nicolae