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GITBOOK-198: Organize the papers of SoCC '24
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2 changes: 1 addition & 1 deletion README.md
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## Changelogs

* 12/2024: Briefly organize the papers of [EuroSys 2025](reading-notes/conference/eurosys-2025.md) (only Spring cycle).
* 12/2024: Briefly organize the papers of [EuroSys 2025](reading-notes/conference/eurosys-2025.md) (only Spring cycle); organize the papers of [SoCC 2024](reading-notes/conference/socc-2024.md).
* 09/2024: Organize the papers of [SOSP 2024](reading-notes/conference/sosp-2024.md).
* 08/2024: Organize the papers of [VLDB 2024](reading-notes/conference/vldb-2024.md); update the reading notes of [SIGCOMM 2024](reading-notes/conference/sigcomm-2024.md); create new paper lists of [diffusion models](paper-list/artificial-intelligence/diffusion-models.md), [language models](paper-list/artificial-intelligence/language-models.md), and [deep learning recommendation models](paper-list/artificial-intelligence/dlrm.md).
* 07/2024: Organize the papers of [SIGCOMM 2024](reading-notes/conference/sigcomm-2024.md), [ICML 2024](reading-notes/conference/icml-2024.md), [ATC 2024](reading-notes/conference/atc-2024.md), [OSDI 2024](reading-notes/conference/osdi-2024.md), [NSDI 2024](reading-notes/conference/nsdi-2024.md), [CVPR 2024](reading-notes/conference/cvpr-2024.md), [ISCA 2024](reading-notes/conference/isca-2024.md); create a new paper list of [systems for diffusion models](paper-list/systems-for-ml/diffusion-models.md); update the paper list of [systems for LLMs](paper-list/systems-for-ml/llm.md), [systems for DLRMs](paper-list/systems-for-ml/dlrm.md), and [resource scheduler](paper-list/systems-for-ml/resource-scheduler.md).
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1 change: 1 addition & 0 deletions SUMMARY.md
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* [NSDI 2025](reading-notes/conference/nsdi-2025.md)
* [ASPLOS 2025](reading-notes/conference/asplos-2025.md)
* [EuroSys 2025](reading-notes/conference/eurosys-2025.md)
* [SoCC 2024](reading-notes/conference/socc-2024.md)
* [SOSP 2024](reading-notes/conference/sosp-2024.md)
* [VLDB 2024](reading-notes/conference/vldb-2024.md)
* [SIGCOMM 2024](reading-notes/conference/sigcomm-2024.md)
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## 2025

| Conference | When | Where | Remarks |
| :-----------------------------: | :----------------: | :--------------------: | ----------------------------------------------- |
| [NSDI 2025](nsdi-2025.md) | Apr 28-30, 2025 | Philadelphia, PA, USA | |
| [ASPLOS 2025](asplos-2025.md) | Mar 30-Apr 3, 2025 | Rotterdam, Netherlands | Co-located with [EuroSys 2025](eurosys-2025.md) |
| [EuroSys 2025](eurosys-2025.md) | Mar 30-Apr 3, 2025 | Rotterdam, Netherlands | Co-located with [ASPLOS 2025](asplos-2025.md) |


| Conference | When | Where | Remarks |
| :-----------------------------: | :----------------: | :--------------------: | -------------------------------------------------- |
| [NSDI 2025](nsdi-2025.md) | Apr 28-30, 2025 | Philadelphia, PA, USA | |
| [ASPLOS 2025](asplos-2025.md) | Mar 30-Apr 3, 2025 | Rotterdam, Netherlands | Co-located with [EuroSys 2025](eurosys-2025.md) |
| [EuroSys 2025](eurosys-2025.md) | Mar 30-Apr 3, 2025 | Rotterdam, Netherlands | WIP; co-located with [ASPLOS 2025](asplos-2025.md) |

## 2024

| Conference | When | Where | Remarks |
| :-----------------------------: | :----------------: | ------------------------------------------------------ | :-------------------------------------------: |
| SoCC 2024 | Nov 22-24, 2024 | Seattle, Washington, USA | |
| [SoCC 2024](socc-2024.md) | Nov 22-24, 2024 | Seattle, Washington, USA | 🧐 |
| SC 2024 | Nov 17-22, 2024 | Atlanta, GA, USA | |
| [SOSP 2024](sosp-2024.md) | Nov 4-6, 2024 | Hilton Austin, Texas, USA | |
| [SOSP 2024](sosp-2024.md) | Nov 4-6, 2024 | Hilton Austin, Texas, USA | 🧐 |
| [VLDB 2024](vldb-2024.md) | Aug 26-30, 2024 | Guangzhou, China | 🧐 |
| [SIGCOMM 2024](sigcomm-2024.md) | Aug 4-8, 2024 | Sydney, Australia | 🧐 |
| [ICML 2024](icml-2024.md) | Jul 21-27, 2024 | Messe Wien Exhibition Congress Center, Vienna, Austria | |
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14 changes: 10 additions & 4 deletions reading-notes/conference/eurosys-2025.md
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## Papers

### Large Language Model (LLM)
### Large Language Models (LLMs)

* LLM Inference
* LLM inference
* Fast State Restoration in LLM Serving with HCache
* THU
* Stateful Large Language Model Serving with Pensieve
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* CUHK-Shenzhen & UChicago & Stanford
* T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge
* USTC & MSRA
* LLM Fine-tuning
* RLHF
* HybridFlow: A Flexible and Efficient RLHF Framework
* HKU & ByteDance

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* FlowCheck: Decoupling Checkpointing and Training of Large-Scale Models
* SJTU & Alibaba Cloud

### Model Serving
### ML Inference

* A House United Within Itself: SLO-Awareness for On-Premises Containerized ML Inference Clusters via Faro
* UIUC & IBM Research
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* SJTU & Microsoft & Alibaba
* Multiplexing Dynamic Deep Learning Workloads with SLO-awareness in GPU Clusters
* University of Macau & SIAT, CAS

## Acronyms

RLHF: Reinforcement Learning from Human Feedback

ML: Machine Learning
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# SoCC 2024

## Meta Info

Homepage: [https://acmsocc.org/2024/index.html](https://acmsocc.org/2024/index.html)

Paper list: [https://acmsocc.org/2024/schedule.html](https://acmsocc.org/2024/schedule.html)

## Papers

### Large Language Models (LLMs)

* LLM inference
* Queue Management for SLO-Oriented Large Language Model Serving \[[Paper](https://dl.acm.org/doi/10.1145/3698038.3698523)]
* UIUC & IBM Research
* LLM training
* Distributed Training of Large Language Models on AWS Trainium \[[Paper](https://dl.acm.org/doi/10.1145/3698038.3698535)]
* AWS

### Mixture of Experts (MoEs)

* MoE inference
* MoEsaic: Shared Mixture of Experts \[[Paper](https://dl.acm.org/doi/10.1145/3698038.3698521)]
* IBM Research

### GPU Sharing

* KACE: Kernel-Aware Colocation for Efficient GPU Spatial Sharing \[[Paper](https://dl.acm.org/doi/10.1145/3698038.3698555)]
* Stony Brook University

### Serverless Computing

* On-demand and Parallel Checkpoint/Restore for GPU Applications \[[Paper](https://dl.acm.org/doi/10.1145/3698038.3698563)]
* SJTU IPADS & Shanghai Artificial Intelligence Research Institute
* **gCROP**: **G**PU **C**heckpoint/**R**estore made **O**n-demand and **P**arallel

### Resource Scheduler

* Scheduler for deep learning training workloads
* Hops: Fine-grained heterogeneous sensing, efficient and fair Deep Learning cluster scheduling system \[[Paper](https://dl.acm.org/doi/10.1145/3698038.3698515)]
* Anhui University & Institute of Artificial Intelligence, Hefei Comprehensive National Science Center

### Distributed Training

* Generative Adversarial Networks (GANs)
* ParaGAN: A Scalable Distributed Training Framework for Generative Adversarial Networks \[[Paper](https://dl.acm.org/doi/10.1145/3698038.3698563)]
* NUS

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