readme updated

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steffen-illium
2021-06-04 15:01:16 +02:00
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# self-rep NN paper - ALIFE journal edition
- [x] Plateau / Pillar sizeWhat does happen to the fixpoints after noise introduction and retraining?Options beeing: Same Fixpoint, Similar Fixpoint (Basin), Different Fixpoint? Do they do the clustering thingy?
- [x] Plateau / Pillar sizeWhat does happen to the fixpoints after noise introduction and retraining?Options beeing: Same Fixpoint, Similar Fixpoint (Basin),
- Different Fixpoint?
Yes, we did not found same (10-5)
- Do they do the clustering thingy?
Kind of: Small movement towards (MIM-Distance getting smaller) parent fixpoint.
Small movement for everyone? -> Distribution
- see `journal_basins.py` for the "train -> spawn with noise -> train again and see where they end up" functionality. Apply noise follows the `vary` function that was used in the paper robustness test with `+- prng() * eps`. Change if desired.
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- [ ] Same Thing with Soup interactionWe would expect the same behaviour...Influence of interaction with near and far away particles.
- [ ] How are basins / "attractor areas" shaped?
- Weired.... tbc...
- [x] Robustness test with a trained NetworkTraining for high quality fixpoints, compare with the "perfect" fixpoint. Average Loss per application step
- see `journal_robustness.py` for robustness test modeled after cristians robustness-exp (with the exeption that we put noise on the weights). Has `synthetic` bool to switch to hand-modeled perfect fixpoint instead of naturally trained ones.
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- [ ] Adjust Self Training so that it favors second order fixpoints-> Second order test implementation (?)
- [ ] Barplot over clones -> how many become a fixpoint cs how many diverge per noise level
- [x] Barplot over clones -> how many become a fixpoint cs how many diverge per noise level
- [ ] Box-Plot of Avg. Distance of clones from parent