Despite the high research activity in code generation, there is a noticeable lack of publications addressing the specific adaptability and robustness of code generation models in rapidly evolving coding environments or languages. Additionally, there seems to be insufficient exploration of user-focused interfaces that enhance the ease of use and accessibility of generated code for non-expert programmers.
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THE OPPORTUNITY
The convergence of 200 recent publications and only 7 open roles indicates a burgeoning field with a demand for specialized skills, suggesting that there are clear gaps in expertise that early-career researchers can fill. This scenario presents a prime opportunity for new entrants to position themselves as experts by addressing the unmet needs revealed in current literature.
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Investigate the development of context-aware code generation models that adapt to environmental changes in coding languages or frameworks.
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Explore building tools that facilitate code generation specifically targeted towards non-expert users, thereby enabling wider accessibility.
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Conduct studies on the ethical implications and biases present in code generation algorithms, focusing on diversity and inclusivity in generated code outputs.
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MicroRNAs (miRNAs) are small non-coding RNAs that can regulate gene expression post-transcriptionally by interacting with mRNAs. They are fine-tune modulators that have a pleiotropic effect, interacting with different targets. Thus, they are deeply embedded in gene regulatory networks. Indeed, their modulation can directly or indirectly regulate pathways without energetically stress the cell. Alth...
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`main-cleaned-code.ipynb` is a research pipeline notebook that combines several related workflows around pathology-aware representation learning, prediction, and synthetic data generation in an NACC-style setting. It includes a TabPFN embedding workflow that loads a training CSV, cleans custom missing codes, derives an lvSUM target from latent variables lv1 to lv5, extracts numeric clinical featur...
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This repository contains the simulation code, parameter settings, and output data used in the study: "Replication Fidelity Difference between Daughter Chains Persists during Evolution" Contents:- code/: simulation scripts and figure generation code- data/: output data corresponding to the figures in the manuscript- parameters/: parameter files used for the simulations- README.txt: instructions for...
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This repository contains the simulation code, parameter settings, and output data used in the study: "Replication Fidelity Difference between Daughter Chains Persists during Evolution" Contents:- code/: simulation scripts and figure generation code- data/: output data corresponding to the figures in the manuscript- parameters/: parameter files used for the simulations- README.txt: instructions for...
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This study explored the mathematics learning experiences of students enrolled in developmental mathematics courses at a 4-year research-focused university. Developmental mathematics (DM) courses carry the persistent phenomenon that many undergraduates face: disproportionately high rates of students failing or withdrawing from these courses. Research from the last few decades indicate high drop, fa...
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Supplementary Materials We provide the Supplementary materials used in the study. This includes the codes for: model training tracks mapping user study interface user study candidates generation additional results analysing plots. Abstract Music recommender systems often interpret skips as negative feedback. However, a skip may reflect different user intentions, such as disliking a song, postponin...
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Supplementary Materials We provide the Supplementary materials used in the study. This includes the codes for: model training tracks mapping user study interface user study candidates generation additional results analysing plots. Abstract Music recommender systems often interpret skips as negative feedback. However, a skip may reflect different user intentions, such as disliking a song, postponin...
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The full abstract for this thesis is available in the body of the thesis, and will be available when the embargo expires.