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Articles · Rebeauty Atlas

AI

JA Jae H. Park

Importance Sampling in Disguise: Inside the Objectives of VAEs and Diffusion Models

Variational Autoencoders (VAEs) and Denoising Diffusion Probabilistic Models (DDPMs) are often presented as different generative models…

Mar 17, 2026 · 11 min read · 1 claps #importance-sampling #monte-carlo #variational-inference

Importance Sampling in Disguise: Inside the Objectives of VAEs and Diffusion Models

HUM AI

SO Sophie Zhao

Importance Sampling in Reinforcement Learning

Importance Sampling (IS) is a statistical technique used to estimate expectation under one distribution using samples from another.

Jul 10, 2025 · 4 min read · 2 claps #importance-sampling #deep-learning #deep-reinforcement

Importance Sampling in Reinforcement Learning

AI ECO

SH Shivang Shrivastav

Stabilizing Policy Search with TRPO: The Role of Taylor Expansion and Importance Sampling

Leveraging Taylor Series and Importance Sampling for Stable Policy Optimization

Apr 17, 2025 · 14 min read · 0 claps #trpo #trust-region #surrogate-function

HUM AI

VE VectorWorks Academy

Understanding the Role of Value Networks in Reinforcement Learning

Introduction

Mar 22, 2025 · 3 min read · 0 claps paywalled #value-networks #variance-reduction #actor-critic-method

Understanding the Role of Value Networks in Reinforcement Learning

AI

PA Patrick Nevill

Efficient LLM Validation Using Importance Sampling

Evaluating the performance of LLM models can be challenging, especially when dealing with tasks where labeled data is scarce or expensive…

Dec 26, 2024 · 4 min read · 0 claps #llm #validation #confusion-matrix

Efficient LLM Validation Using Importance Sampling

KI Kibicho Murage

Paper Implementation : Sequential Monte Carlo Methods for Statistical Analysis of Tables

Implemented this in C and Julia, lol it took me 2 years to understand the paper — skill issue on my end

Dec 20, 2024 · 8 min read · 0 claps #markov-chains #monte-carlo-simulation #importance-sampling

TCH

MA Matthew MacFarquhar

Ray Tracing in One Weekend: Part 11 Importance Sampling on Lights

Introduction

Nov 16, 2024 · 6 min read · 10 claps #importance-sampling #rust #graphics

Ray Tracing in One Weekend: Part 11 Importance Sampling on Lights

AI SCI

EN Enci Liu

Importance Sampling Explained End-to-End

Importance sampling is a useful technique when it’s infeasible for us to sample from the real distribution p, when we want to reduce…

Oct 29, 2023 · 6 min read · 58 claps #importance-sampling #data-science #statistics

Importance Sampling Explained End-to-End

HUM AI

FE Fellipe Marcellino

Off-Policy Reinforcement Learning via Importance Sampling

An introduction to Monte Carlo off-policy methods such as Ordinary, Weighted, Discount-Aware and Per-decision Importance Sampling.

Sep 29, 2023 · 16 min read · 6 claps #reinforcement-learning #importance-sampling #monte-carlo

Off-Policy Reinforcement Learning via Importance Sampling

SCI HUM AI

SU SUNITI SRIVASTAVA

Importance Sampling in Monte Carlo simulation and applications to Reinforcement Learning

Its great to be able to write again. Some break from regular 9 to 5 job gives incredible amount of space to read as you please. Posting…

May 11, 2023 · 3 min read · 0 claps #reinforcement-learning #monte-carlo-method #importance-sampling