Are In-Context Images Worth 10 Dimensions?

arXiv:2609.37659 · cs.CV, cs.LG · Submitted 2026-09-29 · Read on arXiv

cs.CV, cs.LG

Submitted: 2026-09-29

Updated: 2026-09-29

Terminology

• Accuracy — 95× in this paper · explained in 1 episode
• Ablation — 26× in this paper · explained in 1 episode
• Transformer — 22× in this paper · explained in 2 episodes
• In-Context Learning — 13× in this paper · explained in 4 episodes
• Alignment — 12× in this paper · explained in 1 episode
• Shared Discriminative Geometry — 9× in this paper
• Hallucination — 5× in this paper · explained in 3 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Generative AI — 4× in this paper · explained in 2 episodes
• Trace — 4× in this paper · explained in 2 episodes
• Embeddings — 3× in this paper · explained in 2 episodes
• Few-Shot Learning — 3× in this paper · explained in 4 episodes
• Fine-Tuning — 3× in this paper · explained in 5 episodes
• Aggregation — 2× in this paper · explained in 1 episode
• Interpretability — 2× in this paper · explained in 15 episodes
• Nearest Centroid Classifier — 2× in this paper
• Representation Learning — 2× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Bilinear Distortion Error — 1× in this paper
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Hallucination Detection — 1× in this paper · explained in 2 episodes
• In-Context Learning (ICL) — 1× in this paper · explained in 5 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Linear Probing — 1× in this paper · explained in 2 episodes
• Principal Component Analysis (PCA) — 1× in this paper · explained in 4 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes

Sources

• Unlocking Few-Shot Capabilities in LVLMs via Prompt Conditioning and Head Selection
• An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
• Understanding In-context Learning of Addition via Activation Subspaces
• Ministral 3
• Fine-Grained Visual Classification of Aircraft
• DINOv2: Learning Robust Visual Features without Supervision
• UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild
• Qwen3 Technical Report

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