most citedWhen Good Sounds Go Adversarial: Jailbreaking Audio-Language Models with Benign Inputs

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cs.CV2026

DeltaS: Reading the Gated Linear Attention State for KV Cache Eviction in Streaming Video

Taeyoun Kwon, Seungjin Kim, Hyeonyu Kim +1

Recent video-language models increasingly adopt hybrid architectures that interleave linear and full attention layers for efficient long-context processing. While the recurrent sta…

cs.CV2026

Not All Redundant Tokens Are Alike: Analyzing Visual Token Pruning through Token Roles

Hyeonyu Kim, Sehwan Lim, Youngwon Choi +2

Vision-language models (VLMs) process an image as a sequence of visual tokens, which creates a substantial computational bottleneck during inference. Recent visual token pruning me…