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GITBOOK-208: Upload the paper list of HotNets'24
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## Changelogs

* 01/2025: Update the paper list of [Research Skills](paper-list/research-skills.md); organize the papers of [HotNets 2024](reading-notes/conference/hotnets-2024.md).
* 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), [SC 2024](reading-notes/conference/sc-2024.md); update the reading notes of [SOSP 2024](reading-notes/conference/sosp-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).
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* [ASPLOS 2025](reading-notes/conference/asplos-2025.md)
* [EuroSys 2025](reading-notes/conference/eurosys-2025.md)
* [SoCC 2024](reading-notes/conference/socc-2024.md)
* [HotNets 2024](reading-notes/conference/hotnets-2024.md)
* [SC 2024](reading-notes/conference/sc-2024.md)
* [SOSP 2024](reading-notes/conference/sosp-2024.md)
* [VLDB 2024](reading-notes/conference/vldb-2024.md)
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1 change: 1 addition & 0 deletions reading-notes/conference/README.md
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| Conference | When | Where | Remarks |
| :-----------------------------: | :----------------: | ------------------------------------------------------ | :-------------------------------------------: |
| [SoCC 2024](socc-2024.md) | Nov 22-24, 2024 | Seattle, Washington, USA | 🧐 |
| [HotNets 2024](hotnets-2024.md) | Nov 18-19, 2024 | Irvine, California, USA | 🧐 |
| [SC 2024](sc-2024.md) | Nov 17-22, 2024 | Atlanta, GA, 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 | 🧐 |
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66 changes: 66 additions & 0 deletions reading-notes/conference/hotnets-2024.md
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# HotNets 2024

## Meta Info

Homepage: [https://conferences.sigcomm.org/hotnets/2024/index.html](https://conferences.sigcomm.org/hotnets/2024/index.html)

Paper list: [https://conferences.sigcomm.org/hotnets/2024/program.html](https://conferences.sigcomm.org/hotnets/2024/program.html)

## Papers

### Large Language Models (LLMs)

* Networking for LLM Training
* I’ve Got 99 Problems But FLOPS Ain’t One \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-333.pdf)]
* University Politehnica of Bucharest
* The future of large-scale AI infrastructure requires
* (1) novel wide-area transports for inter-DC communication;
* (2) a multipath transport and novel datacenter topologies for intra-datacenter communication;
* (3) high-speed scale-up networks and transport.
* LLM for Networking
* Designing Network Algorithms via Large Language Models \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-88.pdf)]
* MSR
* **NADA**: Network Algorithm Design Automation via LLMs

### Congestion Control

* MLTCP: A Distributed Technique to Approximate Centralized Flow Scheduling For Machine Learning \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-166.pdf)]
* MIT
* Scale the congestion window size (or sending rate) based on the number of bytes sent at each iteration.

### Trading Systems

* Network Design Considerations for Trading Systems \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-262.pdf)]
* Jane Street

### Caching

* Revisiting Cache Freshness for Emerging Real-Time Applications \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-21.pdf)]
* UC Berkeley
* At real-time timescales, making freshness decisions in response to incoming writes is more efficient than TTL-based policies.
* Rethinking Web Caching: An Optimization for the Latency-Constrained Internet \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-124.pdf)]
* Shahid Beheshti University & Università della Svizzera italiana & Institute for Research in Fundamental Sciences & Sharif University of Technology
* Web servers _proactively_ provide clients with the latest validation tokens for resources during the initial step of page loading → Allow browsers to use unchanged cached content without unnecessary round trips.

### Performance Analysis

* End-to-End Performance Analysis of Learning-enabled Systems \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-138.pdf)]
* USC & Hebrew University of Jerusalem & Rice University & Microsoft
* A gray-box approach (leverage partial information) → Use gradient to analyze the performance of DNNs.
* Buffy: A Formal Language-Based Framework for Network Performance Analysis \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-2.pdf)]
* UWaterloo & Princeton
* Language abstractions to enable users to model network functionality and analysis tasks in an imperative solver-agnostic program.
* A framework to transform them into a representation that can be analyzed by the appropriate solver.

### Reliability

* Automatic Configuration Repair \[[Paper](https://conferences.sigcomm.org/hotnets/2024/papers/hotnets24-398.pdf)]
* XJTU & ByteDance
* Draw some insights from the field of Automatic Software Repair (ASR).
* Propose **localize-fix-validate** as a possible approach to realize **Automatic Configuration Repair (ACR)**.

## Acronyms

* TTL: Time-To-Live
* DNN: Deep Neural Networks
* DC: Datacenter

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