Fine-Tuning the Retrieval Mechanism for Tabular Deep Learning

While interests in tabular deep learning has significantly grown, conventional tree-based models still outperform deep learning methods. To narrow this performance gap, we explore the innovative retrieval mechanism, a methodology that allows neural networks to refer to other data points while making predictions. Our experiments reveal that retrieval-based training, especially when fine-tuning the pretrained TabPFN model, notably surpasses existing methods. Moreover, the extensive pretraining plays a crucial role to enhance the performance of the model. These insights imply that blending the retrieval mechanism with pretraining and transfer learning schemes offers considerable potential for advancing the field of tabular deep learning.Comment: Table Representation Learning Workshop at NeurIPS 202

Из истории гидроархеологических исследований на озере Иссык-Куль

Статья посвящена истории археологических исследований на озере Иссык-Куль. На основе архивных данных реконструируются первые попытки изучения дна озера русскими путешественниками и учеными в середине ХIХ века; описывается проект Г.А.Колпаковского по доставке на озеро водолазного оборудования (1871); оцениваются результаты работ экспедиций Д.Ф.Винника и современное состояние дел по изучению подводных памятников озера.Стаття присвячена історії археологічних досліджень на озері Іссик-куль. На основі архівних даних реконструюються перші спроби вивчення дна озера російськими мандрівниками і ученими в середині ХIХ століття; описується проект Г.А.Колпаковського з доставки на озеро водолазного обладнання (1871); оцінюються результати робіт експедицій Д.Ф.Вінника і сучасний стан справ по вивченню підводних пам'ятників озера.The article is devoted to the history of archaeological researches at lake Issik Kul. On the basis of the archived documents the first attempts to investigate the lake bottom by Russian travelers and scientists in the middle of ХIХ age are reconstructed; the G.A.Kolpakovskiy’s project concerning the delivery of diving equipment (1871) to the lake is described; the work results of D.F.Vinnik’s expeditions and modern researches of archaeological artefacts of the lake are assessed

Walking the walk: a phenomenological study of long distance walking

Evidence suggests that regular walking can elicit significant psychological benefits although little evidence exists concerning long distance walking. The purpose of this study was to provide detailed accounts of the experiences of long distance walkers. Phenomenological interviews were conducted with six long distance walkers. Data were transcribed verbatim before researchers independently analyzed the transcripts. Participants reported a cumulative effect with positive feelings increasing throughout the duration of the walk. Long distance walking elicited positive emotions, reduced the effects of life-stress, and promoted an increased sense of well-being and personal growth. Results are aligned to theories and concepts from positive psychology

It's not just What you do, it's also the Way that you do it: Patient and Public Involvement in the Development of Health Research

This is a pre-copyedited, author-produced version of an article accepted for publication in International Journal for Quality in Health Care following peer review. The version of record will be available online at: https://academic.oup.com/intqhc/issue, DOI: 10.1093/INTQHC/MZX177.Purpose: This paper presents a reflective account of Patient and Public Involvement (PPI) in the development of obesity and binge eating research. Method: We established Patient Advisory Groups (PAGs) at two English regional National Health Service (NHS) weight management services. PPI was evaluated as follows; (1) PAG members completed a PPEQ, (2) PAG meetings captured group discussion on PPI involvement, (3) practitioner and researchers produced written reflections on PPI, (4) sources one to three were consolidated during reflections that took place via e-mail and telephone correspondence between researchers and practitioners, culminating in a summary SKYPE meeting between one practitioner and one researcher involved in the PAGs. Results: Results in the form of reflections suggest guidelines on undertaking PPI were helpful with regards what to do, but less helpful on how. For example, suggestions for the management of interpersonal factors such as eliciting self-disclosure and managing power differentials are insufficiently addressed in existing guidelines. Conclusions: The present case study illustrated how interpersonal considerations can help or hinder the optimal use of PPI. Recommendations for practitioners and researchers planning PPI are offered