Neighbor-Aware Token Reduction via Hilbert Curve for Vision Transformers

arXiv:2512.22760 · cs.CV · Submitted 2025-12-28 · Read on arXiv

cs.CV

Submitted: 2025-12-28

Updated: 2026-09-21

Code: https://github.com/Yunge6666/NAP-MAT

Terminology

Pruning — 54× in this paper · explained in 4 episodes
Transformer — 36× in this paper · explained in 2 episodes
Accuracy — 19× in this paper · explained in 1 episode
Fine-Tuning — 6× in this paper · explained in 5 episodes
Computational overhead — 4× in this paper · explained in 2 episodes
Neighbor-Aware Pruning — 4× in this paper
Aggregation — 3× in this paper · explained in 1 episode
Attention Mechanism — 2× in this paper · explained in 3 episodes
Clustering — 2× in this paper · explained in 2 episodes
Cosine Similarity — 2× in this paper · explained in 3 episodes
Activation Sparsity — 1× in this paper · explained in 1 episode
Adaptation — 1× in this paper · explained in 1 episode
Benchmark — 1× in this paper · explained in 2 episodes
Bipartite Soft Matching — 1× in this paper
Distillation — 1× in this paper · explained in 2 episodes
Feature Extraction — 1× in this paper · explained in 2 episodes
Merging by Adjacent Tokens — 1× in this paper
Point Clouds — 1× in this paper · explained in 2 episodes
Sparsity — 1× in this paper · explained in 4 episodes
Vision Transformer (ViT) — 1× in this paper · explained in 2 episodes

Sources

Related papers