denoising-forgetting
self-training-denoising-forgetting
Self-Training: Denoising vs. Forgetting — Reproduction Artifacts
Reproduction artifacts for "Why Self-Training Helps and Hurts" (arXiv:2602.14029):
the U-shaped risk curve from the denoising–forgetting trade-off, in overparameterized
linear regression (synthetic, spiked covariance) and a small CIFAR-10 deep-learning analogue.
Read REPORT.md first — it states which claims reproduced, with what numbers,
and lists all assumptions, deviations, hardware and cost.
Contents… See the full description on the dataset page: https://huggingface.co/datasets/pngwn/self-training-denoising-forgetting.synthetic-selftrain-denoising-forgetting
Synthetic self-training denoising-vs-forgetting trajectories
Reproduction of the U-shaped risk curve from Wu, Yang & Sun,
Why Self-Training Helps and Hurts: Denoising vs. Signal Forgetting
(arXiv:2602.14029; ICML 2026 submission,
OpenReview VnA5q5jXVz).
This dataset contains all configs, per-iteration trajectories, theoretical
predictions, and empirical risk measurements for the synthetic
overparameterized-linear-regression self-training experiments. Every point on
every curve… See the full description on the dataset page: https://huggingface.co/datasets/evalstate/synthetic-selftrain-denoising-forgetting.denoising-forgetting-linear-repro