Education
Off-policy estimation with adaptively collected data: the power of online learning
Off-policy estimation: Oftentimes, one needs to estimate the linear functional based on observational data collected from a behavior policy.
A Practitioner's Guide to Continual Multimodal Pretraining
However, practical model deployment often operates in the gap between these two limit cases, as real-world applications demand adaptation to specific subdomains, tasks or concepts -- spread over the entire, varying life cycle of a model.
CODE: Contrasting Self-generated Description to Combat Hallucination in Large Multi-modal Models Junho Kim Hyun Jun Kim Y eon Ju Kim Yong Man Ro
Large Multi-modal Models (LMMs) have recently demonstrated remarkable abilities in visual context understanding and coherent response generation.
Right this way: Can VLMs Guide Us to See More to Answer Questions?
In question-answering scenarios, humans can assess whether the available information is sufficient and seek additional information if necessary, rather than providing a forced answer.
FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and Detection Xinting Liao
FL further makes efforts to adapt real-world scenarios, i.e., adapting
