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researcher

Niwa Kenta

2 papers hereh-index 327 citations8 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.AI1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

most citedLookahead Diffusion Probabilistic Models for Refining Mean Estimation

1 citations · 1 across the 1 of their papers we have counts for

collaborators

2 papers

cs.AI2023★ 1 cited

Lookahead Diffusion Probabilistic Models for Refining Mean Estimation

Guoqiang Zhang, Niwa Kenta, W. Bastiaan Kleijn

We propose lookahead diffusion probabilistic models (LA-DPMs) to exploit the correlation in the outputs of the deep neural networks (DNNs) over subsequent timesteps in diffusion pr…

cs.LG2023

On Accelerating Diffusion-Based Sampling Process via Improved Integration Approximation

Guoqiang Zhang, Niwa Kenta, W. Bastiaan Kleijn

A popular approach to sample a diffusion-based generative model is to solve an ordinary differential equation (ODE). In existing samplers, the coefficients of the ODE solvers are p…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.