Concept Driven Domain Adaptation: Finding an Abstract Needle in a Haystack

arXiv:2610.00973 · cs.CV, physics.ed-ph · Submitted 2026-10-01 · Read on arXiv

cs.CV, physics.ed-ph

Submitted: 2026-10-01

Updated: 2026-10-01

Terminology

• Adaptation — 31× in this paper · explained in 1 episode
• Alignment — 16× in this paper · explained in 1 episode
• Grounding — 11× in this paper · explained in 3 episodes
• Benchmark — 9× in this paper · explained in 2 episodes
• Embeddings — 7× in this paper · explained in 2 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Abstraction — 5× in this paper · explained in 1 episode
• Conference on Computer Vision and Pattern Recognition — 4× in this paper
• Domain Adaptation — 4× in this paper · explained in 5 episodes
• Fine-Tuning — 4× in this paper · explained in 5 episodes
• Actor — 3× in this paper · explained in 3 episodes
• International Conference on Learning Representations — 3× in this paper
• Concept-Driven Domain Adaptation — 2× in this paper
• Transformer — 2× in this paper · explained in 2 episodes
• Axioms — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Instruction Tuning — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Parameter-Efficient Fine-Tuning — 1× in this paper · explained in 2 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes

Sources

• TempMe: Video Temporal Token Merging for Efficient Text-Video Retrieval
• MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs
• Chinese CLIP: Contrastive Vision-Language Pretraining in Chinese
• Gemini Embedding: Generalizable Embeddings from Gemini
• Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking

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