---
title: "FLsystem-paper vs keras"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/amberljc-flsystem-paper-vs-keras-team-keras"
tools: ["amberljc-flsystem-paper", "keras-team-keras"]
---

# FLsystem-paper vs keras

*GraphCanon updated Jul 12, 2026*

## Verdict

Pick FLsystem-paper when tags unique to FLsystem-paper: awesome-list, federated-learning, mlsys, papers; pick keras when tags unique to keras: data-science, deep-learning, jax, neural-networks.

[FLsystem-paper](https://github.com/AmberLJC/FLsystem-paper) reports 75 GitHub stars, 7 forks, and 1 open issues, last pushed Feb 7, 2024. [keras](http://keras.io/) has 64k stars, 20k forks, and 228 open issues, last pushed Jul 7, 2026. Figures are from public GitHub metadata via [FLsystem-paper's repository](https://github.com/AmberLJC/FLsystem-paper) and [keras's repository](https://github.com/keras-team/keras).

| | [FLsystem-paper](/tools/amberljc-flsystem-paper.md) | [keras](/tools/keras-team-keras.md) |
| --- | --- | --- |
| Tagline | Federated Learning Systems Paper List | Deep Learning for humans |
| Stars | 75 | 64,191 |
| Forks | 7 | 19,752 |
| Open issues | 1 | 228 |
| Language | - | Python |
| Adopt for | - | - |
| Persona | - | - |
| Runtime | - | - |
| License | - | Apache-2.0 |
| Categories | Inference & Serving, LLM Frameworks, Model Training | Model Training |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [FLsystem-paper](/tools/amberljc-flsystem-paper.md) | [keras](/tools/keras-team-keras.md) |
| --- | --- | --- |
| Maintenance | Dormant (18%) | Very active (96%) |
| Days since push | 885d | 4d |
| Open issues (now) | 1 | 228 |
| Owner type | User | Organization |
| Security scan | No lockfile | No criticals |
| Full report | [trust report](/tools/amberljc-flsystem-paper/trust.md) | [trust report](/tools/keras-team-keras/trust.md) |

## Choose when

### Choose FLsystem-paper if…

- Tags unique to FLsystem-paper: awesome-list, federated-learning, mlsys, papers.
- Also covers Inference & Serving, LLM Frameworks.
- Leaner open-issue backlog (1).

### Choose keras if…

- Tags unique to keras: data-science, deep-learning, jax, neural-networks.
- More GitHub stars (64k vs 75) - visibility, not fit.

## When NOT to use FLsystem-paper

- Last GitHub push was 886 days ago (dormant maintenance, Feb 7, 2024). Validate activity before betting a new project on FLsystem-paper.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.

## When NOT to use keras

- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.

## Common questions

### What is the difference between FLsystem-paper and keras?

FLsystem-paper: Federated Learning Systems Paper List. keras: Deep Learning for humans. See the comparison table for live GitHub stats and shared categories.

### When should I choose FLsystem-paper over keras?

Choose FLsystem-paper over keras when Tags unique to FLsystem-paper: awesome-list, federated-learning, mlsys, papers; Also covers Inference & Serving, LLM Frameworks; Leaner open-issue backlog (1).

### When should I choose keras over FLsystem-paper?

Choose keras over FLsystem-paper when Tags unique to keras: data-science, deep-learning, jax, neural-networks; More GitHub stars (64k vs 75) - visibility, not fit.

### When should I avoid FLsystem-paper?

Last GitHub push was 886 days ago (dormant maintenance, Feb 7, 2024). Validate activity before betting a new project on FLsystem-paper. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.

### When should I avoid keras?

Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.

### Is FLsystem-paper or keras more popular on GitHub?

keras has more GitHub stars (64,191 vs 75). Stars measure visibility, not whether either tool fits your constraints.

### Are FLsystem-paper and keras open source?

Yes - both are open-source projects on GitHub.

### Where can I find alternatives to FLsystem-paper or keras?

GraphCanon lists graph-backed alternatives at [FLsystem-paper alternatives](/tools/amberljc-flsystem-paper/alternatives) and [keras alternatives](/tools/keras-team-keras/alternatives) ([FLsystem-paper markdown twin](/tools/amberljc-flsystem-paper/alternatives.md), [keras markdown twin](/tools/keras-team-keras/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-keras-team-keras.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, FLsystem-paper or keras?

FLsystem-paper: Dormant. keras: Very active. 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 keras?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [FLsystem-paper trust report](/tools/amberljc-flsystem-paper/trust); [keras trust report](/tools/keras-team-keras/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/_
