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README.md
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title: Loopback
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sdk: gradio
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sdk_version:
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python_version: '3.13'
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app_file: app.py
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pinned: false
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---
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title: Loopback Two-Tower Music Recommender
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emoji: 🎧
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sdk: gradio
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sdk_version: 4.44.1
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app_file: app.py
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license: apache-2.0
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short_description: Two-tower music recommender trained on Last.fm 1K
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# loopback
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Open-source two-tower neural recommender trained on Last.fm 1K (15.3M listening events, 1.5M tracks).
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- Code: <https://github.com/DanielRegaladoUMiami/loopback>
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- Dataset: <https://huggingface.co/datasets/DanielRegaladoCardoso/lastfm-1k-twotower>
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- Model: <https://huggingface.co/DanielRegaladoCardoso/loopback-twotower>
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## Architecture
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```
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User tower: user_id ──► Embedding ──► MLP ──► L2-norm
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Track tower: track_id ──► Embedding ┐
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artist_id ─► Embedding ┴► MLP ──► L2-norm
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score = u·t · exp(temp)
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```
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Trained with symmetric InfoNCE + in-batch negatives (CLIP-style) and a learnable temperature.
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## Results
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| Metric | Value |
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|---|---|
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| Recall@10 | 0.0708 |
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| Recall@50 | 0.2172 |
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| Recall@100 | 0.3140 |
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Evaluated on 847 held-out users against the full 1.5M-track catalog with seen-track filtering.
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