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jarokrolewskiCleora Team
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Update classifier mention from GCN to MLP in documentation
Replace all mentions of GCN classifier with MLP classifier in README.md. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 2f70347b-d6bb-488b-85b2-389df1f2a2e8 Replit-Commit-Checkpoint-Type: full_checkpoint Replit-Commit-Event-Id: 0ef38f00-d506-439b-a8a3-f0b37647ccc8 Replit-Helium-Checkpoint-Created: true
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README.md

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@@ -13,7 +13,7 @@ No negative sampling. No GPU. No noise. Just fast, deterministic, production-gra
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<p align="center">
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<b>240x</b> Faster Than GraphSAGE &nbsp;·&nbsp;
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<b>8</b> Embedding Algorithms + GCN Classifier &nbsp;·&nbsp;
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<b>8</b> Embedding Algorithms + MLP Classifier &nbsp;·&nbsp;
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<b>~5 MB</b> Total Install Size
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</p>
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@@ -151,7 +151,7 @@ Embeddings are stable across runs and support inductive learning: new nodes can
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| **Node2Vec** | Random Walk | Biased random walks with tunable BFS/DFS exploration |
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| **HOPE** | Matrix Factorization | High-Order Proximity preserved Embedding |
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| **GraRep** | Matrix Factorization | Graph Representations with Global Structural Information |
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| **GCN** | Mini-GNN | 2-layer Graph Convolutional Network classifier in pure numpy/scipy — no PyTorch needed |
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| **MLP** | Neural Classifier | 2-layer MLP classifier in pure numpy/scipy — no PyTorch needed |
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All algorithms are unified under a single API. Switch between methods by changing one parameter:
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@@ -271,7 +271,7 @@ Full interactive benchmark results at [cleora.ai/benchmarks](https://cleora.ai/b
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| No negative sampling needed | **Yes** | No | No | No | No | No |
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| Deterministic output | **Yes** | No | No | No | No | No |
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| Node2Vec / DeepWalk | **Built-in** | Yes | Yes | Yes | Yes | Yes |
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| GNN classifier (no PyTorch) | **GCN** | Requires PyTorch | No | Requires PyTorch | No | Requires TF |
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| MLP classifier (no PyTorch) | **MLP** | Requires PyTorch | No | Requires PyTorch | No | Requires TF |
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| Graph sampling | **6 methods** | Yes | No | Yes | No | Yes |
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| Hyperparameter tuning | **Grid + Random** | Manual | No | Manual | No | Manual |
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| Install size | **~5 MB** | ~500 MB+ | ~15 MB | ~400 MB+ | ~2 MB | ~600 MB+ |

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