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Yann-CV merged 2 commits into from
Oct 27, 2026
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Add ideas from GitHub issues labeled idea - 2026-10-27 #81

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Add ideas from GitHub issues labeled idea - 2026-10-27
Yann-CV Oct 27, 2026
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Apply batched suggestions from code review
Yann-CV Oct 27, 2026
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10 changes: 10 additions & 0 deletions IDEAS.md
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📅 **Date:** 09/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Is reidentification possible from simple embedding comparison ?<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Can data registration and alignment be based on foundational features?<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
5 changes: 5 additions & 0 deletions batching/IDEAS.md
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📅 **Date:** 08/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Assess the difference between batches to analyse/justify gradient variations <br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
10 changes: 10 additions & 0 deletions data_selection/IDEAS.md
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👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Data required to optimize the performance depends on the training status, would it be possible to know this per task in advance ?<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Use pretrained embeddings to select the best samples for test time in context injection<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
5 changes: 5 additions & 0 deletions drift/IDEAS.md
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📅 **Date:** 08/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Does clustering help detect data drift by comparing embedding distributions?<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
5 changes: 5 additions & 0 deletions losses/IDEAS.md
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📅 **Date:** 08/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Weight the loss contribution based on the embeddings of the full training set<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
15 changes: 15 additions & 0 deletions model_design/IDEAS.md
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👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Explain model decisions by comparing embeddings with the training set<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Is it possible to detect failure mode by comparing model performance between clusters?<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Find similar datasets from embedding similarity and reuse public studies to select best hyperparameters<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
5 changes: 5 additions & 0 deletions out_of_distribution/IDEAS.md
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📅 **Date:** 08/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
❓ **Question:** Is it possible to detect out of distribution samples by comparing predictions in the same semantic cluster?<br>
📅 **Date:** 10/2026<br>
👤 **Author:** [Yann Chéné Leroy](https://github.com/Yann-CV)<br>
🧭 **Context:** N/A<br>
---
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