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Text as Partial Constraint: Core–Residual Alignment for Robust Vision–Language Learning
TPC treats captions as partial constraints, aligning vision-language representations to a consensus semantic core while penalizing dependence on unsaid residuals, yielding robust zero-shot recognition and improved LVLM grounding.
Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 2/5