Author

D. Ben-Ami

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Preprint Oct 2026

VEDJE: Video-Efficient Discriminative Joint Encoder for Scalable Video-Text Retrieval

Finding the right video often requires distinguishing similar scenes in which different events occur. Joint matching improves retrieval, but processing rich video representations for each query is costly. VEDJE compresses features within sampled frames while keeping their representations separate in a reusable cache. F...

S. Wagner, Gabriele Serussi, D. Ben-Ami et al. · 0 citations

#machine learning Preprint Oct 2026

Have I Seen Enough? Frozen Video-Language Models Encode Evidence Readiness

Streaming video-language models must decide not only what to answer, but whether the evidence needed for the current question has arrived. Existing systems learn that decision as a separate trigger; we ask whether an unmodified model already computes it. We show that frozen VideoLLMs carry a linearly readable evidence-...

D. Ben-Ami, Kobi Cohen, Chaim Baskin · 0 citations