Viewing enriched Twitter post
Representation matters. Representation matters. Representation matters, even for generative models. We might've been training our diffusion models the wrong way this whole time. Meet REPA: Training Diffusion Transformers is easier than you think! https://t.co/lyWwiTYjEt(🧵1/n)
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1845510163152687242/media_0.jpg",
"type": "photo",
"original_url": "https://pbs.twimg.com/media/GZyAxoCXMAUgjXM.jpg",
"download_date": "2025-08-13T05:51:22.095807",
"stored_in_supabase": true,
"format_converted_from_list": true
}
],
"conversion_date": "2025-08-13T00:32:24.827944",
"format_converted": true,
"original_structure": "had_media_only"
}{
"user": {
"created_at": "2020-07-14T16:51:59.000Z",
"default_profile_image": false,
"description": "researcher in #deeplearning #computervision | assistant professor at @NYU_Courant @nyuniversity | previous: research scientist @metaai (FAIR) @UCSanDiego",
"fast_followers_count": 0,
"favourites_count": 4091,
"followers_count": 17825,
"friends_count": 1202,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 214,
"location": "",
"media_count": 47,
"name": "Saining Xie",
"normal_followers_count": 17825,
"possibly_sensitive": false,
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1464323007078285312/dR9-qSsT_normal.jpg",
"screen_name": "sainingxie",
"statuses_count": 407,
"translator_type": "none",
"url": "https://t.co/z7UjEiSqGu",
"verified": true,
"withheld_in_countries": [],
"id_str": "1283081795890626560"
},
"id": "1845510163152687242",
"conversation_id": "1845510163152687242",
"full_text": "Representation matters. \nRepresentation matters. \nRepresentation matters, even for generative models.\n\nWe might've been training our diffusion models the wrong way this whole time. Meet REPA: Training Diffusion Transformers is easier than you think! https://t.co/lyWwiTYjEt(🧵1/n)",
"reply_count": 29,
"retweet_count": 273,
"favorite_count": 1820,
"hashtags": [],
"symbols": [],
"user_mentions": [],
"urls": [
{
"url": "https://t.co/kzEakbK1SF",
"expanded_url": "https://sihyun.me/REPA/",
"display_url": "sihyun.me/REPA/"
}
],
"media": [
{
"media_url": "https://pbs.twimg.com/media/GZyAxoCXMAUgjXM.jpg",
"type": "photo"
}
],
"url": "https://twitter.com/sainingxie/status/1845510163152687242",
"created_at": "2024-10-13T17:01:25.000Z",
"#sort_index": "1845510163152687242",
"view_count": 363610,
"quote_count": 29,
"is_quote_tweet": false,
"is_retweet": false,
"is_pinned": false,
"is_truncated": false,
"startUrl": "https://x.com/sainingxie/status/1845510163152687242"
}