Removing Dust from CMB Observations with Diffusion Models

In cosmology, the quest for primordial $B$-modes in cosmic microwave background (CMB) observations has highlighted the critical need for a refined model of the Galactic dust foreground. We investigate diffusion-based modeling of the dust foreground and its interest for component separation. Under the assumption of a Gaussian CMB with known cosmology (or covariance matrix), we show that diffusion models can be trained on examples of dust emission maps such that their sampling process directly coincides with posterior sampling in the context of component separation. We illustrate this on simulated mixtures of dust emission and CMB. We show that common summary statistics (power spectrum, Minkowski functionals) of the components are well recovered by this process. We also introduce a model conditioned by the CMB cosmology that outperforms models trained using a single cosmology on component separation. Such a model will be used in future work for diffusion-based cosmological inference.Comment: 5+6 pages, 2+3 figures, accepted at the NeurIPS 2023 workshop on "Machine Learning and the Physical Sciences" and selected for a spotlight tal

Restorative Utopias: The Settlers and the Bible

The attitude to the Bible is a seismograph for scrutinizing the attitude of Zionism, in general, and that of the settlers, in particular, to their ideological and political world view. To where in the Bible are the settlers returning? To the Land of Canaan, to the land of the Patriarchs, or perhaps to the Kingdom of David? And what is the meaning of this return? It is not only the land that is basic to this question, but the relationship of the Land of Israel to the people of Israel. In this article, we will mainly address the radical theological facets of the settler movement, not the proponents of Greater Israel. Our article will focus on the replication of settler theology from the first stage of Gush Emunim and the act of settlement, which in the opinion of the settlers is in accord with the continuation and completion of the Zionist project, to a more metaphysical phase, in which the centrality of the act of settlement gives way to Hassidic or kabbalistic thinking. The models which we present, make possible a fresh look at the utopian thinking and radical theology that are nourished by the settler movement and reflect a new, non-homogeneous stage

Restorative Utopias: The Settlers and the Bible

The attitude to the Bible is a seismograph for scrutinizing the attitude of Zionism, in general, and that of the settlers, in particular, to their ideological and political world view. To where in the Bible are the settlers returning? To the Land of Canaan, to the land of the Patriarchs, or perhaps to the Kingdom of David? And what is the meaning of this return? It is not only the land that is basic to this question, but the relationship of the Land of Israel to the people of Israel. In this article, we will mainly address the radical theological facets of the settler movement, not the proponents of Greater Israel. Our article will focus on the replication of settler theology from the first stage of Gush Emunim and the act of settlement, which in the opinion of the settlers is in accord with the continuation and completion of the Zionist project, to a more metaphysical phase, in which the centrality of the act of settlement gives way to Hassidic or kabbalistic thinking. The models which we present, make possible a fresh look at the utopian thinking and radical theology that are nourished by the settler movement and reflect a new, non-homogeneous stage

Can ChatGPT Compute Trustworthy Sentiment Scores from Bloomberg Market Wraps?

We used a dataset of daily Bloomberg Financial Market Summaries from 2010 to 2023, reposted on large financial media, to determine how global news headlines may affect stock market movements using ChatGPT and a two-stage prompt approach. We document a statistically significant positive correlation between the sentiment score and future equity market returns over short to medium term, which reverts to a negative correlation over longer horizons. Validation of this correlation pattern across multiple equity markets indicates its robustness across equity regions and resilience to non-linearity, evidenced by comparison of Pearson and Spearman correlations. Finally, we provide an estimate of the optimal horizon that strikes a balance between reactivity to new information and correlation

Ayahuasca-induced personal death experiences: prevalence, characteristics, and impact on attitudes toward death, life, and the environment

IntroductionDespite an emerging understanding regarding the pivotal mechanistic role of subjective experiences that unfold during acute psychedelic states, very little has been done in the direction of better characterizing such experiences and determining their long-term impact. The present paper utilizes two cross-sectional studies for spotlighting – for the first time in the literature – the characteristics and outcomes of self-reported past experiences related to one’s subjective sense of death during ayahuasca ceremonies, termed here Ayahuasca-induced Personal Death (APD) experiences.MethodsStudy 1 (n = 54) reports the prevalence, demographics, intensity, and impact of APDs on attitudes toward death, explores whether APDs are related with psychopathology, and reveals their impact on environmental concerns. Study 2 is a larger study (n = 306) aiming at generalizing the basic study 1 results regarding APD experience, and in addition, examining whether APDs is associated with self-reported coping strategies and values in life.ResultsOur results indicate that APDs occur to more than half of those participating in ayahuasca ceremonies, typically manifest as strong and transformative experiences, and are associated with an increased sense of transcending death (study 1), as well as the certainty in the continuation of consciousness after death (study 2). No associations were found between having undergone APD experiences and participants’ demographics, personality type, and psychopathology. However, APDs were associated with increased self-reported environmental concern (study 1). These experiences also impact life in profound ways. APDs were found to be associated with increases in one’s self-reported ability to cope with distress-causing life problems and the sense of fulfillment in life (study 2).DiscussionThe study’s findings highlight the prevalence, safety and potency of death experiences that occur during ayahuasca ceremonies, marking them as possible mechanisms for psychedelics’ long-term salutatory effects in non-clinical populations. Thus, the present results join other efforts of tracking and characterizing the profound subjective experiences that occur during acute psychedelic states

Deep Reinforcement Learning (DRL) for Portfolio Allocation

International audienceDeep reinforcement learning (DRL) has reached an unprecedent level on complex tasks like game solving (Go [6], StarCraft II [7]), and autonomous driving. However, applications to real financial assets are still largely unexplored and it remains an open question whether DRL can reach super human level. In this demo, we showcase state-of-the-art DRL methods for selecting portfolios according to financial environment, with a final network concatenating three individual networks using layers of convolutions to reduce network’s complexity. The multi entries of our network enables capturing dependencies from common financial indicators features like risk aversion, citigroup index surprise, portfolio specific features and previous portfolio allocations. Results on test set show this approach can overperform traditional portfolio optimization methods with results available at our demo website

Round Robin Testing: Exploring Experimental Uncertainties through a Multifacility Comparison of a Hinged Raft Wave Energy Converter

The EU H2020 MaRINET2 project has a goal to improve the quality, robustness and accuracy of physical modelling and associated testing practices for the offshore renewable energy sector. To support this aim, a round robin scale physical modelling test programme was conducted to deploy a common wave energy converter at four wave basins operated by MaRINET2 partners. Test campaigns were conducted at each facility to a common specification and test matrix, providing the unique opportunity for intercomparison between facilities and working practices. A nonproprietary hinged raft, with a nominal scale of 1:25, was tested under a set of 12 irregular sea states. This allowed for an assessment of power output, hinge angles, mooring loads, and six-degree-of-freedom motions. The key outcome to be concluded from the results is that the facilities performed consistently, with the majority of variation linked to differences in sea state calibration. A variation of 5–10% in mean power was typical and was consistent with the variability observed in the measured significant wave heights. The tank depth (which varied from 2–5 m) showed remarkably little influence on the results, although it is noted that these tests used an aerial mooring system with the geometry unaffected by the tank depth. Similar good agreement was seen in the heave, surge, pitch and hinge angle responses. In order to maintain and improve the consistency across laboratories, we make recommendations on characterising and calibrating the tank environment and stress the importance of the device–facility physical interface (the aerial mooring in this case).</jats:p

Rationale and recommendations on decolonising the pedagogy and curriculum of the Law School at the University of Exeter

This report outlines the rationale behind and recommendations on the steps that need to be taken towards decolonising the Law School's pedagogy and curriculum. The reason is that we see decolonisation as not something that can be achieved but as an ongoing process. It concludes a two-year process of research and discussions involving a joint effort between staff and students. A rationale for a change in approach to both pedagogy and curriculum is presented together with recommendations and practical examples of how this might be achieved in modular teaching in the Law School