--- title: "FLsystem-paper vs RLTF" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/amberljc-flsystem-paper-vs-zyq-scut-rltf" tools: ["amberljc-flsystem-paper", "zyq-scut-rltf"] --- # FLsystem-paper vs RLTF *GraphCanon updated Aug 5, 2026* ## Verdict Pick FLsystem-paper if fLsystem-paper is a curated list of federated learning systems literature geared towards providing research and development insights exclusively from big tech companies and open-source projects; pick RLTF if rLTF implements reinforcement learning for text generation using elements from CodeRL, APPS, and transformers. [FLsystem-paper](https://github.com/AmberLJC/FLsystem-paper) reports 75 GitHub stars, 7 forks, and 1 open issues, last pushed Feb 7, 2024. [RLTF](https://github.com/Zyq-scut/RLTF) has 134 stars, 7 forks, and 0 open issues, last pushed Oct 5, 2024. Figures are from public GitHub metadata via [FLsystem-paper's repository](https://github.com/AmberLJC/FLsystem-paper) and [RLTF's repository](https://github.com/Zyq-scut/RLTF). | | [FLsystem-paper](/tools/amberljc-flsystem-paper.md) | [RLTF](/tools/zyq-scut-rltf.md) | | --- | --- | --- | | Tagline | A curated list of FL system-related academic papers and frameworks | Accepted by Transactions on Machine Learning Research (TMLR) | | Stars | 75 | 134 | | Forks | 7 | 7 | | Open issues | 1 | 0 | | Language | - | Python | | Adopt for | FLsystem-paper is a curated list of federated learning systems literature geared towards providing research and development insights exclusively from big tech companies and open-source projects. | RLTF implements reinforcement learning for text generation using elements from CodeRL, APPS, and transformers. | | Persona | - | - | | Runtime | - | - | | License | (unknown) | BSD-3-Clause | | Categories | Developer Tools, Model Training | Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [FLsystem-paper](/tools/amberljc-flsystem-paper.md) | [RLTF](/tools/zyq-scut-rltf.md) | | --- | --- | --- | | Days since push | 909d | 669d | | Open issues (now) | 1 | 0 | | Full report | [trust report](/tools/amberljc-flsystem-paper/trust.md) | [trust report](/tools/zyq-scut-rltf/trust.md) | ## Decision facts: FLsystem-paper - **Hosting:** self hosted - (no information available) - **Pricing:** freemium - The repository itself is free and open source, but usage might involve proprietary frameworks or projects from big tech companies that could have their own licensing models. - **Adopt for:** FLsystem-paper is a curated list of federated learning systems literature geared towards providing research and development insights exclusively from big tech companies and open-source projects. - **License detail:** (unknown) ## Decision facts: RLTF - **Adopt for:** RLTF implements reinforcement learning for text generation using elements from CodeRL, APPS, and transformers. ## Choose when ### Choose FLsystem-paper if… - (no information available) - Pricing: The repository itself is free and open source, but usage might involve proprietary frameworks or projects from big tech companies that could have their own licensing models.. - Tags unique to FLsystem-paper: federated-learning, machine-learning, papers. - Also covers Developer Tools. - When you need to focus on federated learning systems contributions from major technology firms like Apple, Google, Meta, Microsoft, IBM, Nvidia, WeBank, and Alibaba. ### Choose RLTF if… - Tags unique to RLTF: apps, bsd-license, code-rl, open-source-contributions. - Use RLTF when you need advanced Reinforcement Learning models specifically tuned for text generation tasks. - More GitHub stars (134 vs 75) - visibility, not fit. ## When NOT to use FLsystem-paper - If your research scope is broader than federated learning systems; this repository focuses specifically on the system aspects within FL. - For a comprehensive collection that includes other ML domains, as FLsystem-paper restricts its curation to federated learning systems and closely related works. ## When NOT to use RLTF - Avoid RLTF if your project does not require reinforcement learning techniques, especially focused on text generation. - Do not use this tool if your work is incompatible with components from CodeRL, APPS, or transformers. ## Common questions ### What is the difference between FLsystem-paper and RLTF? FLsystem-paper: A curated list of FL system-related academic papers and frameworks. RLTF: Accepted by Transactions on Machine Learning Research (TMLR). See the comparison table for live GitHub stats and shared categories. ### When should I choose FLsystem-paper over RLTF? Choose FLsystem-paper over RLTF when (no information available); Pricing: The repository itself is free and open source, but usage might involve proprietary frameworks or projects from big tech companies that could have their own licensing models.; Tags unique to FLsystem-paper: federated-learning, machine-learning, papers; Also covers Developer Tools; When you need to focus on federated learning systems contributions from major technology firms like Apple, Google, Meta, Microsoft, IBM, Nvidia, WeBank, and Alibaba. ### When should I choose RLTF over FLsystem-paper? Choose RLTF over FLsystem-paper when Tags unique to RLTF: apps, bsd-license, code-rl, open-source-contributions; Use RLTF when you need advanced Reinforcement Learning models specifically tuned for text generation tasks; More GitHub stars (134 vs 75) - visibility, not fit. ### When should I avoid FLsystem-paper? If your research scope is broader than federated learning systems; this repository focuses specifically on the system aspects within FL. For a comprehensive collection that includes other ML domains, as FLsystem-paper restricts its curation to federated learning systems and closely related works. ### When should I avoid RLTF? Avoid RLTF if your project does not require reinforcement learning techniques, especially focused on text generation. Do not use this tool if your work is incompatible with components from CodeRL, APPS, or transformers. ### Is FLsystem-paper or RLTF more popular on GitHub? RLTF has more GitHub stars (134 vs 75). Stars measure visibility, not whether either tool fits your constraints. ### Are FLsystem-paper and RLTF open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to FLsystem-paper or RLTF? GraphCanon lists graph-backed alternatives at [FLsystem-paper alternatives](/tools/amberljc-flsystem-paper/alternatives) and [RLTF alternatives](/tools/zyq-scut-rltf/alternatives) ([FLsystem-paper markdown twin](/tools/amberljc-flsystem-paper/alternatives.md), [RLTF markdown twin](/tools/zyq-scut-rltf/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/amberljc-flsystem-paper-vs-zyq-scut-rltf.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, FLsystem-paper or RLTF? FLsystem-paper: Dormant. RLTF: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for FLsystem-paper and RLTF? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [FLsystem-paper trust report](/tools/amberljc-flsystem-paper/trust); [RLTF trust report](/tools/zyq-scut-rltf/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=amberljc-flsystem-paper`](/api/graphcanon/graph?tool=amberljc-flsystem-paper) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_