GREAT: Generalizable Representation Enhancement via Auxiliary Transformations for Zero-Shot Environmental Prediction
Shiyuan Luo, Chonghao Qiu, Runlong Yu
et al.
Environmental modeling faces critical challenges in predicting ecosystem dynamics across unmonitored regions due to limited and geographically imbalanced observation data. This challenge is compounded by spatial heterogeneity, causing models to learn spurious patterns that fit only local data. Unlike conventional domain generalization, environmental modeling must preserve invariant physical relationships and temporal coherence during augmentation. In this paper, we introduce Generalizable Representation Enhancement via Auxiliary Transformations (GREAT), a framework that effectively augments available datasets to improve predictions in completely unseen regions. GREAT guides the augmentation process to ensure that the original governing processes can be recovered from the augmented data, and the inclusion of the augmented data leads to improved model generalization. Specifically, GREAT learns transformation functions at multiple layers of neural networks to augment both raw environmental features and temporal influence. They are refined through a novel bi-level training process that constrains augmented data to preserve key patterns of the original source data. We demonstrate GREAT's effectiveness on stream temperature prediction across six ecologically diverse watersheds in the eastern U.S., each containing multiple stream segments. Experimental results show that GREAT significantly outperforms existing methods in zero-shot scenarios. This work provides a practical solution for environmental applications where comprehensive monitoring is infeasible.
Pregnant
Mary Elizabeth Leighton, Lisa Surridge
The role of the Soviet Union in the Second World War in British history textbooks
Evgeni S. Pankov
The article analyzes the representation of the role of the USSR in World War II in British history textbooks: what is underscored is the great powers’ diplomatic rivalry in the pre-war period; the «turning point» in the war; the general assessment of the Soviet people’s contribution to the victory. The aim of the study is to identify the subjects that are characterized by consensus among the authors of textbooks and the events that cause disagreement among them. The study is based on a qualitative content analysis of ten textbooks published after 2000, using the comparative method. The article concludes that the representation of the role of the USSR in the war is characterized by duality: on the one hand, the Soviet Union is seen as a member of the Anti-Hitler Coalition that made a decisive contribution to the victory; on the other hand, it is seen as the embodiment of totalitarianism, which Britain fought against throughout the 20th century. At the same time, events that contradict this duality are not shown in textbooks. In this connection, without denying the contribution of the Soviet people to the defeat of Hitler’s troops, the authors of textbooks raise the question of the role of Soviet diplomacy in unleashing the conflict – here the range of positions is much more diverse. It is the first attempt to comparatively analyze the content of British history textbooks in the context of the unfolding «memory wars» between Russia and the West. In this regard, the practical usefulness of the work consists in the possibility to apply its results in identifying potential areas of rapprochement between Moscow and London for overcoming «historical traumas».
Inverse problems for a generalized fractional diffusion equation with unknown history
Jaan Janno
Inverse problems for a diffusion equation containing a generalized fractional derivative are studied. The equation holds in a time interval $(0,T)$ and it is assumed that a state $u$ (solution of diffusion equation) and a source $f$ are known for $t\in (t_0,T)$ where $t_0$ is some number in $(0,T)$. Provided that $f$ satisfies certain restrictions, it is proved that product of a kernel of the derivative with an elliptic operator as well as the history of $f$ for $t\in (0,t_0)$ are uniquely recovered. In case of less restrictions on $f$ the uniqueness of the kernel and the history of $f$ is shown. Moreover, in a case when a functional of $u$ for $t\in (t_0,T)$ is given the uniqueness of the kernel is proved under unknown history of $f$.
An essay on the history of DSGE models
Genaro Martín Damiani
Dynamic Stochastic General Equilibrium (DSGE) models are nowadays a crucial quantitative tool for policy-makers. However, they did not emerge spontaneously. They are built upon previously established ideas in Economics and relatively recent advancements in Mathematics. This essay provides a comprehensive coverage of their history, starting from the pioneering Neoclassical general equilibrium theories and eventually reaching the New Neoclassical Synthesis (NNS). In addition, the mathematical tools involved in formulating a DSGE model are thoroughly presented. I argue that this history has a mixed nature rather than an absolutist or relativist one, that the NNS may have emerged due to the complementary nature of New Classical and New Keynesian theories, and that the recent adoption and development of DSGE models by central banks from different countries has entailed a departure from the goal of building a universally valid theory that Economics has always had. The latter means that DSGE modeling has landed not without loss of generality.
Indexing Analytics to Instances: How Integrating a Dashboard can Support Design Education
Ajit Jain, Andruid Kerne, Nic Lupfer
et al.
We investigate how to use AI-based analytics to support design education. The analytics at hand measure multiscale design, that is, students' use of space and scale to visually and conceptually organize their design work. With the goal of making the analytics intelligible to instructors, we developed a research artifact integrating a design analytics dashboard with design instances, and the design environment that students use to create them. We theorize about how Suchman's notion of mutual intelligibility requires contextualized investigation of AI in order to develop findings about how analytics work for people. We studied the research artifact in 5 situated course contexts, in 3 departments. A total of 236 students used the multiscale design environment. The 9 instructors who taught those students experienced the analytics via the new research artifact. We derive findings from a qualitative analysis of interviews with instructors regarding their experiences. Instructors reflected on how the analytics and their presentation in the dashboard have the potential to affect design education. We develop research implications addressing: (1) how indexing design analytics in the dashboard to actual design work instances helps design instructors reflect on what they mean and, more broadly, is a technique for how AI-based design analytics can support instructors' assessment and feedback experiences in situated course contexts; and (2) how multiscale design analytics, in particular, have the potential to support design education. By indexing, we mean linking which provides context, here connecting the numbers of the analytics with visually annotated design work instances.
Hannah White, Held in contempt, What’s Wrong with the House of Commons
Alma-Pierre Bonnet
History of Great Britain, English literature
Learning to Select the Relevant History Turns in Conversational Question Answering
Munazza Zaib, Wei Emma Zhang, Quan Z. Sheng
et al.
The increasing demand for the web-based digital assistants has given a rapid rise in the interest of the Information Retrieval (IR) community towards the field of conversational question answering (ConvQA). However, one of the critical aspects of ConvQA is the effective selection of conversational history turns to answer the question at hand. The dependency between relevant history selection and correct answer prediction is an intriguing but under-explored area. The selected relevant context can better guide the system so as to where exactly in the passage to look for an answer. Irrelevant context, on the other hand, brings noise to the system, thereby resulting in a decline in the model's performance. In this paper, we propose a framework, DHS-ConvQA (Dynamic History Selection in Conversational Question Answering), that first generates the context and question entities for all the history turns, which are then pruned on the basis of similarity they share in common with the question at hand. We also propose an attention-based mechanism to re-rank the pruned terms based on their calculated weights of how useful they are in answering the question. In the end, we further aid the model by highlighting the terms in the re-ranked conversational history using a binary classification task and keeping the useful terms (predicted as 1) and ignoring the irrelevant terms (predicted as 0). We demonstrate the efficacy of our proposed framework with extensive experimental results on CANARD and QuAC -- the two popularly utilized datasets in ConvQA. We demonstrate that selecting relevant turns works better than rewriting the original question. We also investigate how adding the irrelevant history turns negatively impacts the model's performance and discuss the research challenges that demand more attention from the IR community.
From Halos to Galaxies. VII. The Connections Between Stellar Mass Growth History, Quenching History and Halo Assembly History for Central Galaxies
Cheqiu Lyu, Yingjie Peng, Yipeng Jing
et al.
The assembly of galaxies over cosmic time is tightly connected to the assembly of their host dark matter halos. We investigate the stellar mass growth history and the chemical enrichment history of central galaxies in SDSS-MaNGA. We find that the derived stellar metallicity of passive central galaxies is always higher than that of the star-forming ones. This stellar metallicity enhancement becomes progressively larger towards low-mass galaxies (at a given epoch) and earlier epochs (at a given stellar mass), which suggests strangulation as the primary mechanism for star formation quenching in central galaxies not only in the local universe, but also very likely at higher redshifts up to $z\sim3$. We show that at the same present-day stellar mass, passive central galaxies assembled half of their final stellar mass $\sim 2$ Gyr earlier than star-forming central galaxies, which agrees well with semi-analytic model. Exploring semi-analytic model, we find that this is because passive central galaxies reside in, on average, more massive halos with a higher halo mass increase rate across cosmic time. As a consequence, passive central galaxies are assembled faster and also quenched earlier than their star-forming counterparts. While at the same present-day halo mass, different halo assembly history also produces very different final stellar mass of the central galaxy within, and halos assembled earlier host more massive centrals with a higher quenched fraction, in particular around the "golden halo mass" at $10^{12}\mathrm{M_\odot}$. Our results call attention back to the dark matter halo as a key driver of galaxy evolution.
O dwóch cywilizacjach w myśli Michała Pawlikowskiego (1887–1970)
Katarzyna Wrzesińska
On Two Civilizations in Michał Pawlikowski’s Thought
Michał Pawlikowski (1887–1970) was a Polish essayist, poet, publisher, editor, and bibliophile. Since World War I, he was an activist of the National Democratic Party (later the National Party). After World War II, he settled in Great Britain, temporarily staying in Zakopane, Poland. Pawlikowski is the author of essays and journalism, where he collected his philosophical views on nation and culture, as well as on civilization and race. He sought cause and effect relationships in the history of humanity as factors that shaped the contemporary world. In his opinion, the world is divided between two mutually antagonistic civilizations: Western and Eastern. Such a perspective of his thought has been inscribed in Polish wider reflection on the nation. It is close to messianic concepts that were held by Romantic thinkers and artists, while at the same time it contains tints of national megalomania. His writings can be termed controversial and are often characterized as being full of discrepancies, as well as simplifying a number of complex issues; in particular, in his opponents’ views Pawlikowski’s thought is too close to conspiracy theory of history. Alternatively Pawlikowski deserves recognition for his depictions of man as a free human being who has a potential to make individual choices in accordance with ethical ideals and obligations towards the community.
Ethnology. Social and cultural anthropology, Political science
Human and Automatic Speech Recognition Performance on German Oral History Interviews
Michael Gref, Nike Matthiesen, Christoph Schmidt
et al.
Automatic speech recognition systems have accomplished remarkable improvements in transcription accuracy in recent years. On some domains, models now achieve near-human performance. However, transcription performance on oral history has not yet reached human accuracy. In the present work, we investigate how large this gap between human and machine transcription still is. For this purpose, we analyze and compare transcriptions of three humans on a new oral history data set. We estimate a human word error rate of 8.7% for recent German oral history interviews with clean acoustic conditions. For comparison with recent machine transcription accuracy, we present experiments on the adaptation of an acoustic model achieving near-human performance on broadcast speech. We investigate the influence of different adaptation data on robustness and generalization for clean and noisy oral history interviews. We optimize our acoustic models by 5 to 8% relative for this task and achieve 23.9% WER on noisy and 15.6% word error rate on clean oral history interviews.
Review: Yitz Greenberg and Modern Orthodoxy: The Road Not Taken
History of Great Britain, Judaism
Right to Reply: Using Patient Complaints and Testimonials to Improve Performance in the NHS
Louise Dalingwater
Within the British National Health Service (NHS), a number of different methods are currently in place which actively encourage patients to judge the provision of health by sharing their experiences of care and treatment, completing surveys, etc. Testimonials are also a way of evaluating the provision of health care and are posted regularly on NHS websites (Patient Opinion, NHS Choices, etc.), but also on special care and charity websites. Providing an outlet for patients to complain can be a useful way of not only ensuring that individual rights to quality health care are respected but also of increasing awareness of safety-related problems within health organisations, or various problems relating to health care delivery. However, such information and other data on user experiences are not currently well aggregated or used to drive improvements in health care delivery. So, while the right to reply and using patients’ experiences and/or complaints might be a way to improve care, this paper underlines a number of difficulties in collating and effectively using such information. It uses a case study of the Mid-Staffordshire Hospital Trust negligent care scandal of the period 2005 to 2008 to illustrate why a patient-led approach to monitoring care provision is essential but difficult to implement in practice.
History of Great Britain, English literature
“Something Dreadful and Grand”: American Literature and the Irish-Jewish Unconscious, Stephen Watt
History of Great Britain, Judaism
Persistence of Natural Disasters on Children's Health: Evidence from the Great Kanto Earthquake of 1923
Kota Ogasawara
This study uses a catastrophic earthquake in 1923 to analyse the long-term effects of a natural disaster on children's health. I find that fetal exposure to Japan's Great Kanto Earthquake had stunting effects on girls in the devastated area. Disaster relief spending helped remediate stunting among boys by late primary school age, whereas it did not ameliorate girls' stunting, suggesting a prenatal selection mechanism and compensating investment after birth. While the maternal mental stress via the fear of vibrations and anticipation of future aftershocks played a role in the adverse health effects, the maternal nutritional stress via physical disruption also enhanced those effects.
International aspects of the creation of Union of South Africa in 1910
Alexandra Alexandrovna Arkhangelskaya
The history of South Africa as a unified state is intertwined with the events of international scale. The colonization of South of Africa is linked to the resettlement of the Dutch and the English, engaged in various entrepreneurial activities - trade, mining, agriculture, etc. The formation of South African Union was preceded by a long period when the idea of uniting the British colonial possessions in southern Africa was consistently formed and created by long-term plans. At the same time, several powers competed for economic penetration into South Africa, for instance, albeit to a lesser degree, the United States of America in addition to Germany and England. From 1869 to 1886 the world's largest deposits of diamonds and gold were discovered, which produced a staggering effect on the whole world and radically changed the situation in the region. Conflict of interests in the struggle for control over the richest resources led to war (both campaigns are sometimes called the Boer War), which was the first one in the 20th century. The Anglo-Boer War, the largest international event is of interest from a wide variety of points of view, had left a notable mark in the history of Russia. The Russian government sought to support the Boers and take advantage of the difficulties of their then main rival in the world arena at a time, and the Boers in turn needed the support of world powers in their struggle. Although diplomatic relations with Russia were established the Russian embassy in Pretoria never appeared, due to the fact that a year later the war began. As a result of the war and the processes taking place in the southern part of Africa, emerged the British dominion - South African Union. The approval by the British Parliament of the “South Africa Act” liquidated the last obstacles to the establishment of the Union, and on May 31, 1910, the establishment of a new state, the South African Union, was officially proclaimed. Therefore the socio-economic and political processes that took place in South Africa were reflected in the world politics of that time and had serious consequences of the global scale. They had an important influence in shaping the foreign policy strategy of a new state as yet the dominion of Great Britain.
International relations, Political science (General)
“My Dad was a bus driver”. The 2016 mayoral elections in London
Timothy Whitton
In May 2016, the Labour Party’s candidate, Sadiq Khan, became the third mayor of London after a bitter competition against Zac Goldsmith, his opponent from the Conservative Party. During his campaign, Khan promised a more consensual approach to politics in the capital city thus distinguishing himself from his predecessors, Ken Livingstone, mayor from 2000 until 2008 and Boris Johnson who held the post from 2008 until 2016. This article briefly looks back at the first mandates of “Ken” and then “Boris” to provide elements of comparison with the 2016 London elections. Four times in a row the competition was reduced to a duel between the candidates from the two main parties. The 2016 election which opposed “Sadiq” and “Zac” stands out as having rapidly become a real fist-fight that undoubtedly Londoners will be only too happy to consign to the dustbin of the capital’s municipal history.
History of Great Britain, English literature
What Can Political Rock Do? A Discussion Based on the Example of the Tom Robinson Band 1976-1979
John Mullen
The Tom Robinson Band had a distinctive approach to political rock music, in their brief career at the end of the nineteen seventies. Neither underground counter-culture nor stadium charity rock, they tried to encourage grassroots involvement in politics as well as to spread their ideas widely, through the pop charts if necessary. This article takes the band as an example to pose the wider question “What Can Political Rock do?”, and develops an approach which puts the concept of the participatory nature of popular music at the centre of the analysis. One of Tom Robinson’s songs was named by Time Out as one of “a hundred songs which changed history”: our article attempts to show why and how this might be the case.
History of Great Britain, English literature
Hedera: Scalable Indexing and Exploring Entities in Wikipedia Revision History
Tuan Tran, Tu Ngoc Nguyen
Much of work in semantic web relying on Wikipedia as the main source of knowledge often work on static snapshots of the dataset. The full history of Wikipedia revisions, while contains much more useful information, is still difficult to access due to its exceptional volume. To enable further research on this collection, we developed a tool, named Hedera, that efficiently extracts semantic information from Wikipedia revision history datasets. Hedera exploits Map-Reduce paradigm to achieve rapid extraction, it is able to handle one entire Wikipedia articles revision history within a day in a medium-scale cluster, and supports flexible data structures for various kinds of semantic web study.
Lesa Scholl, Emily Morris and Sarina Gruver Moore. Eds. Place and Progress in the Works of Elizabeth Gaskell
Nancy S. Weyant