Üretim4
görsel·reddit-stablediffusion·8 saat önce
model: https://huggingface.co/akhaliq/Qwen-Image-2.1-Multiple-Angles-LoRA submitted by /u/Illustrious_Row_9971 [link] [comments]
görsel·reddit-stablediffusion·4 saat önce
This is my Output using Minimax H3, 8 step larry 600 ema pruned lora, 2 step sampler upscale. submitted by /u/Automatic_Lynx_7777 [link] [comments]
görselmodel3D·hf-papers·2 gün önce·147 oy
On-Policy Distillation (OPD) trains a student on its own generations using teacher feedback. With different tokenizers, comparing teacher and student predictions requires alignment at both sequence and vocabulary levels. In this paper, we examine whether expanding this alignment coverage improves learning. Across three heterogeneous teacher--student pairs on mathematical reasoning and code generation, strict 1:1 groups already cover most student-generated tokens despite substantial vocabulary mismatch. On responses sampled from the students before distillation, the shared vocabulary retains…
model3Dvideo·arxiv-cv·20 saat önce
World models offer a data-driven alternative to traditional simulators for robotics, with applications spanning policy evaluation, improvement, and planning. All of these uses depend on faithful 3D geometry, yet current video-based world models are trained on RGB alone and produce rollouts that look correct frame-by-frame but do not compose into a consistent 3D world. Closing this gap requires progress on two fronts: large-scale 3D supervision for manipulation, and an architecture that can absorb it without disturbing strong pretrained video priors. We introduce a calibration pipeline that…