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Showing papers from Bar-Ilan University Show all papers

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Position Without Positional Embeddings: A Directional Mechanism in NoPE Transformers

Matan Avitan, Ido Nachum, Yanai Elazar, Yoav Goldberg

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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Pretraining Data Statistics Shape the Phases of Learning Entity Comparison in Language Models

Yik S Chan, Jing Huang, Yanai Elazar, Atticus Geiger

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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TanGCE: Manifold-Aware Concept Erasure

Matan Avitan, Yoav Goldberg, Yanai Elazar

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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Unpaired Canonical Correlation Analysis

Nir Ben-Ari, Ronen Talmon, Uri Shaham

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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VidVec: Unlocking Video MLLM Embeddings for Video-Text Retrieval

VidVec extracts intermediate-layer MLLM embeddings for video-text retrieval via calibration and text-only alignment, achieving state-of-the-art zero-shot results without video fine-tuning.

Issar Tzachor, Dvir Samuel, Rami Ben-Ari

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 24 on Hugging Face · Code

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AI panel: 14 of 20 reviewers recommend it
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Fast 4D Mesh Generation by Spatio-Temporal Attention Chains

Spatio-Temporal Attention Chains accelerate training-free 4D mesh generation 13x to 9 seconds via latent temporal correspondences, improving quality, scaling to longer videos, and enabling tracking and camera estimation.

Dvir Samuel, Yuval Atzmon, Gal Chechik, Yoni Kasten

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 11 on Hugging Face

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AI panel: 15 of 20 reviewers recommend it
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