Showing papers from Department of Computer Science, University of Illinois at Urbana-Champaign Show all papers
Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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Tailor-Bench evaluates visual world models on rare physical interactions via regular, unconventional, and impossible scenarios, revealing long-tail performance gaps and superficial visual-pattern reliance.
Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 40 on Hugging Face · Code ★ 1
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MemReward propagates rewards through a heterogeneous rollout graph to enable LLM reinforcement learning using only 20% ground-truth labels and achieves over 96% of oracle performance.
Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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MemSkill learns and evolves reusable memory skills for extracting and revising agent memories via selection, execution, and design loops, improving long-context task performance.
Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 64 on Hugging Face · Code ★ 582
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