Flownomaly recovers normal features for few-shot anomaly detection
In the 1-shot setting, image-level AUROC reached 97.8% on MVTec-AD and 95.3% on VisA.
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Stories tagged #few-shot
Collaborative Personalized Preference Alignment for LLMs under Data Deficiency
Approximate Pareto Optimality learns shared aligner initializations for few-shot LLM personalization from 20 examples.
Encore: Few-Shot Agentic Discovery of Manipulation Strategies
ENCORE turns a few robot demonstrations into frozen manipulation policies without leaking the success signal.
Agent Priors-guided Policy Learning
APPL uses each skill policy's structural prior so robots compose skills and generalize from few demonstrations.
ToneCL: Contrastive Learning for Few-Shot Syllable-Level Tone Classification
ToneCL reaches 91.6% few-shot Mandarin tone accuracy using contrastive pretraining on unlabeled speech.