Tagged articles

exposure bias

3 articles · Page 1 of 1

Aug 1, 2026 · Artificial Intelligence

Can Generative Models Be Trained End‑to‑End? The Secret Is a Simple For Loop

The article explains why generative models have long suffered from exposure bias and mode blurring, introduces the Explorative Modeling (XM) paradigm that uses a tiny for‑loop to select the best of K candidates during training, and shows how this third scaling axis dramatically improves performance across image, video, and language modalities.

Generative ModelsScalingdeep learning

0 likes · 11 min read

Can Generative Models Be Trained End‑to‑End? The Secret Is a Simple For Loop

Bitu Technology

May 18, 2022 · Artificial Intelligence

Mitigating Exposure Bias in Tubi’s Recommendation System

This article explains how Tubi’s machine‑learning team reduces exposure bias in its video recommendation pipeline by normalizing popularity features, incorporating additional signals such as search behavior, and applying exploration techniques like bandit algorithms to diversify content exposure.

banditsexplorationexposure bias

0 likes · 10 min read

Mitigating Exposure Bias in Tubi’s Recommendation System

DataFunTalk

Apr 10, 2020 · Artificial Intelligence

Improving Machine Translation: Addressing Exposure Bias, Efficient Decoding, and Non‑Autoregressive Models

This article reviews recent research on machine translation that tackles the training‑inference distribution gap, exposure bias, and slow autoregressive decoding by introducing scheduled sampling, differentiable sequence‑level losses, cube‑pruning, and sequence‑aware non‑autoregressive decoding, showing BLEU gains and significant speedups.

BLEUNLPcube pruning

0 likes · 16 min read

Improving Machine Translation: Addressing Exposure Bias, Efficient Decoding, and Non‑Autoregressive Models