DynaTokens
DynaTokens is DynaTokens is going to NeurIPS! Today’s world models are increasingly powerful, but they still struggle with dynamics. We solve this problem by test-time traini. It is ranked #6924 on the AI Radar, in AI research, first seen 37 days ago and shared in 1 post (549 views).
What DynaTokens says about itself
DynaTokens: Teaching Dynamics to Camera-Controlled Video Models at Test Time
DynaTokens DynaTokens: Teaching Dynamics to Camera-Controlled Video Models at Test Time Ziqi Ma , Hongqiao Chen , Georgia Gkioxari California Institute of Technology pdf arXiv Results Code Current camera-controlled video models struggle with dynamics. We propose DynaTokens , a test-time approach that trains a few learnable, scene-specific tokens to enable scene dynamics while preserving camera control. DynaTokens is a lightweight add-on to a base video model and effectively decouples object motion from camera motion, outperforming other parameter-efficient fine-tuning algorithms like LoRA , block finetuning, and TTT . Qualitative results…
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DynaTokens in numbers
- Rank on the AI Radar: #6924 of 10402
- Shared in 1 post by 1 account: @georgiagkioxari
- 549 views on those posts
- First seen 37 days ago, last shared 37 days ago
- Pricing seen by AGK Intelligence: not stated
- Market: AI research
FAQ
What is DynaTokens?
DynaTokens is going to NeurIPS! Today’s world models are increasingly powerful, but they still struggle with dynamics. We solve this problem by test-time traini It was first shared on X 37 days ago and is ranked #6924 on the AI Radar.
Is DynaTokens free?
Pricing is not stated on the page we read.
Who shared DynaTokens?
1 account on X, including @georgiagkioxari, in 1 post totalling 549 views.
Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.6k posts from 5k X accounts over the last 14 days, 10.4k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-06 15:10 UTC. Full method.