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NeurIPS 2026Valeo.ai, Sorbonnevaleo.aiValeoUniversité Pierre et Marie CurieValeo.aiVision-language models

V-GIFT: Boosting Visual Instruction Tuning with Self-Supervised Guidance

Sophia Sirko-Galouchenko, Monika Wysoczańska, Andrei Bursuc, Nicolas THOME and 1 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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medium 0/10
strict 0/5
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NeurIPS 2026Ecole Nationale des Ponts et ChaDauphine PSLENS Paris-SaclayValeo.aiValeoControllable generation

Test-Time Conditioning with Representation-Aligned Visual Features

REPA-G uses representation-aligned visual features to steer diffusion sampling at inference time via optimized similarity, enabling precise multi-scale and multi-concept conditioning without retraining.

Nicolas Sereyjol-Garros, Ellington Kirby, Victor Letzelter, Victor Besnier and 1 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 9 of 20 reviewers recommend it
lenient 4/5
medium 5/10
strict 0/5