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TraVEL boosts motion-centric video retrieval performance by up to 9.8 points in mAP, proving that trajectory-guided learning can outperform traditional methods without complex rule systems.
HPSE transforms how LLMs integrate new knowledge, enabling them to answer atomic questions and perform multi-hop reasoning with edited facts.
By treating slide design as an inverse planning problem, SPIRE reveals latent design intents that traditional methods miss, leading to superior personalization outcomes.