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Oct 8, 2020 - Python
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low-data-regime
Here are 10 public repositories matching this topic...
[ICLR24] AutoVP: An Automated Visual Prompting Framework and Benchmark
efficient-inference finetuning reprogramming model-agnostic downstream-tasks low-data-regime foundation-models visual-prompt visual-prompting ood-robustness
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Sep 18, 2025 - Python
Train and fine-tune diffusion models. Perform image-to-image class transfer experiments.
bioinformatics pytorch accelerate image-to-image-translation huggingface diffusion-models wandb low-data-regime diffusers
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Feb 13, 2025 - Python
Official implementation for "Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images" https://arxiv.org/abs/2112.08810
machine-learning deep-learning batch-normalization imbalanced-data gaussian-noise normalization-techniques augmentations low-data-regime oversampling-technique
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Jun 11, 2022
One-shot generative distribution matching for augmented RF-based UAV identification
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Feb 1, 2026 - Python
MedLesSynth-LD : Lesion Synthesis using Physics-Based Noise Models for Robust Lesion Segmentation in Low-Data Medical Imaging Regimes
deep-learning mri ultrasound ct lesion-segmentation anomaly-segmentation low-data-regime noise-models lesion-simulation medlessynth-ld generalisability
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Nov 27, 2024 - Python
Verification harness for quantum ML. A reproducible lab for stress-testing quantum models where predictive accuracy, identifiability, curvature, and robustness under noise can diverge.
reproducible-research noise-injection fisher-information quantum-simulation quantum-neural-networks low-data-regime variational-quantum-circuits barren-plateaus quantum-kernels support-recovery identifiability-collapse hessian-curvature ansatz-expressibility spectral-diagnostics manifold-telemetry deterministic-harness hardware-aware-qml qiskit-backend pennylane-backend cirq-backend
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Jan 25, 2026 - Python
[Project RP5.2: Integrity of Sensor Data] PCB Soldering Defect Inspection Using Multi-Task Learning Under Low Data Regimes
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Aug 9, 2023
Ensemble Deep Learning for Asymmetric Catalysis
deep-learning generative-model ensemble-learning transfer-learning low-data-regime asymmetric-catalysis molecular-machine-learning
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Aug 26, 2025 - Jupyter Notebook
Transfer learning and foundation models for thin-segment pricing - GLMTransfer, TabPFN wrapper, MMD shift test
python machine-learning insurance pricing transfer-learning actuarial catboost few-shot-learning insurance-pricing low-data-regime foundation-models tabpfn uk-insurance thin-data
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Mar 23, 2026 - Python
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