Active Data Acquisition with Side Information via Discrete Diffusion Priors

arXiv:2609.32252 · eess.IV, cs.LG · Submitted 2026-09-26 · Read on arXiv

eess.IV, cs.LG

Submitted: 2026-09-26

Updated: 2026-09-26

Comments: 20 pages, 16 figures

Code: https://github.com/cloneofsimo/d3pm

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Accuracy — 5× in this paper · explained in 1 episode
Active Learning — 5× in this paper · explained in 6 episodes
Diffusion Model — 5× in this paper · explained in 10 episodes
Information Gain — 5× in this paper · explained in 2 episodes
Reconstruction Error — 5× in this paper · explained in 2 episodes
Diffusion Models — 3× in this paper · explained in 9 episodes
Fine-Tuning — 3× in this paper · explained in 5 episodes
In International Conference on Machine Learning — 3× in this paper
Aggregation — 2× in this paper
Sparsity — 2× in this paper · explained in 4 episodes
Adam — 1× in this paper · explained in 2 episodes
Benchmark — 1× in this paper · explained in 2 episodes
Calibration — 1× in this paper · explained in 8 episodes
Core — 1× in this paper · explained in 2 episodes
Decode — 1× in this paper · explained in 2 episodes
Downstream Tasks — 1× in this paper · explained in 2 episodes
Fidelity — 1× in this paper · explained in 2 episodes
Model-Agnostic — 1× in this paper · explained in 2 episodes
Quantization — 1× in this paper · explained in 14 episodes
Redundancy — 1× in this paper · explained in 2 episodes
Reinforcement Learning — 1× in this paper · explained in 4 episodes
Transformer — 1× in this paper · explained in 2 episodes

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