MergePipe: A Budget-Aware Parameter Management System for Scalable LLM Merging
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Yuanyi, Gu, Yanggan, Wang, Zihao, Li, Kunxi, Yang, Yifan, Yan, Zhaoyi, Xie, Congkai, Wu, Jianmin, Yang, Hongxia |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Enhancing Real-Time Master Data Management with Complex Match and Merge Algorithms
by: Rajamanickam, Durai
Published: (2024)
by: Rajamanickam, Durai
Published: (2024)
ZipLLM: Efficient LLM Storage via Model-Aware Synergistic Data Deduplication and Compression
by: Wang, Zirui, et al.
Published: (2025)
by: Wang, Zirui, et al.
Published: (2025)
Keigo: Co-designing Log-Structured Merge Key-Value Stores with a Non-Volatile, Concurrency-aware Storage Hierarchy (Extended Version)
by: Adão, Rúben, et al.
Published: (2025)
by: Adão, Rúben, et al.
Published: (2025)
Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search
by: Li, Zhonggen, et al.
Published: (2025)
by: Li, Zhonggen, et al.
Published: (2025)
Learning from the Past: Adaptive Parallelism Tuning for Stream Processing Systems
by: Han, Yuxing, et al.
Published: (2025)
by: Han, Yuxing, et al.
Published: (2025)
DEX: Scalable Range Indexing on Disaggregated Memory [Extended Version]
by: Lu, Baotong, et al.
Published: (2024)
by: Lu, Baotong, et al.
Published: (2024)
AgileDART: An Agile and Scalable Edge Stream Processing Engine
by: Ching, Cheng-Wei, et al.
Published: (2024)
by: Ching, Cheng-Wei, et al.
Published: (2024)
StreamShield: A Production-Proven Resiliency Solution for Apache Flink at ByteDance
by: Fang, Yong, et al.
Published: (2026)
by: Fang, Yong, et al.
Published: (2026)
CUTTANA: Scalable Graph Partitioning for Faster Distributed Graph Databases and Analytics
by: Hajidehi, Milad Rezaei, et al.
Published: (2023)
by: Hajidehi, Milad Rezaei, et al.
Published: (2023)
Democratizing Scalable Cloud Applications: Transactional Stateful Functions on Streaming Dataflows
by: Psarakis, Kyriakos
Published: (2025)
by: Psarakis, Kyriakos
Published: (2025)
Fides: Secure and Scalable Asynchronous DAG Consensus via Trusted Components
by: Xie, Shaokang, et al.
Published: (2025)
by: Xie, Shaokang, et al.
Published: (2025)
Scalable, reproducible, and cost-effective processing of large-scale medical imaging datasets
by: Kim, Michael E., et al.
Published: (2024)
by: Kim, Michael E., et al.
Published: (2024)
CheetahGIS: Architecting a Scalable and Efficient Streaming Spatial Query Processing System
by: Cao, Jiaping, et al.
Published: (2025)
by: Cao, Jiaping, et al.
Published: (2025)
SwitchDelta: Asynchronous Metadata Updating for Distributed Storage with In-Network Data Visibility
by: Li, Junru, et al.
Published: (2025)
by: Li, Junru, et al.
Published: (2025)
A Unified Ontology for Scalable Knowledge Graph-Driven Operational Data Analytics in High-Performance Computing Systems
by: Khan, Junaid Ahmed, et al.
Published: (2025)
by: Khan, Junaid Ahmed, et al.
Published: (2025)
LatentBox: Storing AI-Generated Images at Scale via a Latent-First Design
by: Wang, Zirui, et al.
Published: (2026)
by: Wang, Zirui, et al.
Published: (2026)
LCP: Enhancing Scientific Data Management with Lossy Compression for Particles
by: Zhang, Longtao, et al.
Published: (2024)
by: Zhang, Longtao, et al.
Published: (2024)
Embedding Samples Dispatching for Recommendation Model Training in Edge Environments
by: Li, Guopeng, et al.
Published: (2025)
by: Li, Guopeng, et al.
Published: (2025)
DIMS: Distributed Index for Similarity Search in Metric Spaces
by: Zhu, Yifan, et al.
Published: (2024)
by: Zhu, Yifan, et al.
Published: (2024)
Fine-Grained Modeling and Optimization for Intelligent Resource Management in Big Data Processing
by: Lyu, Chenghao, et al.
Published: (2022)
by: Lyu, Chenghao, et al.
Published: (2022)
A Case Study on Virtual and Physical I/O Throughputs
by: Mirzoev, T., et al.
Published: (2025)
by: Mirzoev, T., et al.
Published: (2025)
TierBase: A Workload-Driven Cost-Optimized Key-Value Store
by: Shen, Zhitao, et al.
Published: (2025)
by: Shen, Zhitao, et al.
Published: (2025)
A Chunked-Object Pattern for Multi-Region Large Payload Storage in Managed NoSQL Databases
by: Chinthareddy, Manideep Reddy
Published: (2025)
by: Chinthareddy, Manideep Reddy
Published: (2025)
DySkew: Dynamic Data Redistribution for Skew-Resilient Snowpark UDF Execution
by: Xie, Chenwei, et al.
Published: (2026)
by: Xie, Chenwei, et al.
Published: (2026)
Efficient Fault Tolerance for Pipelined Query Engines via Write-ahead Lineage
by: Wang, Ziheng, et al.
Published: (2024)
by: Wang, Ziheng, et al.
Published: (2024)
SEE++: Evolving Snowpark Execution Environment for Modern Workloads
by: Jain, Gaurav, et al.
Published: (2025)
by: Jain, Gaurav, et al.
Published: (2025)
Probabilistic Top-k Dominating Query Monitoring over Multiple Uncertain IoT Data Streams in Edge Computing Environments
by: Lai, Chuan-Chi, et al.
Published: (2019)
by: Lai, Chuan-Chi, et al.
Published: (2019)
ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework
by: Chen, Dechuang, et al.
Published: (2025)
by: Chen, Dechuang, et al.
Published: (2025)
PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection
by: Xu, Ronghui, et al.
Published: (2024)
by: Xu, Ronghui, et al.
Published: (2024)
Snowpark: Performant, Secure, User-Friendly Data Engineering and AI/ML Next To Your Data
by: Baker, Brandon, et al.
Published: (2025)
by: Baker, Brandon, et al.
Published: (2025)
Nezha: A Key-Value Separated Distributed Store with Optimized Raft Integration
by: Wang, Yangyang, et al.
Published: (2026)
by: Wang, Yangyang, et al.
Published: (2026)
FluxSieve: Unifying Streaming and Analytical Data Planes for Scalable Cloud Observability
by: Vogel, Adriano, et al.
Published: (2026)
by: Vogel, Adriano, et al.
Published: (2026)
XMiner: Efficient Directed Subgraph Matching with Pattern Reduction
by: Yuan, Pingpeng, et al.
Published: (2024)
by: Yuan, Pingpeng, et al.
Published: (2024)
CIDER: Boosting Memory-Disaggregated Key-Value Stores with Pessimistic Synchronization
by: Du, Yuxuan, et al.
Published: (2026)
by: Du, Yuxuan, et al.
Published: (2026)
Data Caching for Enterprise-Grade Petabyte-Scale OLAP
by: Tang, Chunxu, et al.
Published: (2024)
by: Tang, Chunxu, et al.
Published: (2024)
Access Sets Matter: Budgeting Expert Reads for Scalable Weight-Space Model Merging
by: Wang, Yuanyi, et al.
Published: (2026)
by: Wang, Yuanyi, et al.
Published: (2026)
OASIS: Object-based Analytics Storage for Intelligent SQL Query Offloading in Scientific Tabular Workloads
by: Hwang, Soon, et al.
Published: (2025)
by: Hwang, Soon, et al.
Published: (2025)
Efficient Candidate-Free R-S Set Similarity Joins with Filter-and-Verification Trees on MapReduce
by: Feng, Yuhong, et al.
Published: (2025)
by: Feng, Yuhong, et al.
Published: (2025)
PolarStore: High-Performance Data Compression for Large-Scale Cloud-Native Databases
by: Hu, Qingda, et al.
Published: (2025)
by: Hu, Qingda, et al.
Published: (2025)
Distributed Continuous Range-Skyline Query Monitoring over the Internet of Mobile Things
by: Lai, Chuan-Chi, et al.
Published: (2019)
by: Lai, Chuan-Chi, et al.
Published: (2019)
Similar Items
-
Enhancing Real-Time Master Data Management with Complex Match and Merge Algorithms
by: Rajamanickam, Durai
Published: (2024) -
ZipLLM: Efficient LLM Storage via Model-Aware Synergistic Data Deduplication and Compression
by: Wang, Zirui, et al.
Published: (2025) -
Keigo: Co-designing Log-Structured Merge Key-Value Stores with a Non-Volatile, Concurrency-aware Storage Hierarchy (Extended Version)
by: Adão, Rúben, et al.
Published: (2025) -
Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search
by: Li, Zhonggen, et al.
Published: (2025) -
Learning from the Past: Adaptive Parallelism Tuning for Stream Processing Systems
by: Han, Yuxing, et al.
Published: (2025)