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Home/Authors/Pinar Yanardag

Pinar Yanardag

2 indexed papers

Recent (6 mo)
2
With code
0
Influential cites
0
Benchmarked
0

Publications per year

2
26

Top categories

Vision×2AI×1

Frequent co-authors

Kiymet Akdemir1×
Hidir Yesiltepe1×
Jiazhen Hu1×
Tuna Han Salih Meral1×
Adil Kaan Akan1×
Kaan Oktay1×

Research Timeline

2026
VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion

VideoMLA introduces a novel Multi-Head Latent Attention (MLA) mechanism that replaces per-head KV caches with a shared low-rank content latent, significantly reducing memory and improving throughput for autoregressive video diffusion.

From Zero to Hero: Training-Free Custom Concept Spawning in World Models

The paper introduces SPAWN, a training-free method that allows users to inject specified visual concepts into existing autoregressive world models, enabling controllable scene composition beyond the initial reference frame.

Highlighted terms show continued research focus across papers

Papers

cs.CVRecentJun 1, 2026

From Zero to Hero: Training-Free Custom Concept Spawning in World Models

Kiymet Akdemir, Pinar Yanardag

The paper introduces SPAWN, a training-free method that allows users to inject specified visual concepts into existing autoregressive world models, enabling controllable scene composition beyond the i…

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cs.CVcs.AIRecentMay 28, 2026

VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion

Hidir Yesiltepe, Jiazhen Hu, Tuna Han Salih Meral, Adil Kaan Akan +3 more

VideoMLA introduces a novel Multi-Head Latent Attention (MLA) mechanism that replaces per-head KV caches with a shared low-rank content latent, significantly reducing memory and improving throughput f…

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