Showing papers from UNC-Chapel Hill Show all papers
Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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DriveHierarchy hierarchically benchmarks VLM driving across four ranks from perception to closed-loop execution, linking open-loop understanding to embodied performance for diagnosing 15 models.
Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026 · ▲ 1 on Hugging Face
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AVIC adaptively scales test-time visual imagination via world models for spatial reasoning, matching fixed strategies with fewer calls while exceeding GPT-4o.
Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 9 on Hugging Face · Code ★ 20
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SkillRL evolves agents via recursive skill-augmented reinforcement learning with automatic skill discovery and hierarchical library co-evolution, cutting token use while achieving state-of-the-art results across complex tasks.
Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 75 on Hugging Face · Code ★ 998
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Binary acyclic SCMs with constant observational description length require Θ(n²) additional bits for interventional answers, and interventional oracles leave Θ(n) counterfactual gaps, matching ambiguity bounds.
Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026
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