Papers where the original authors have engaged with our plain-language explanation.
For every paper on this page, at least one of the original authors has seen our plain-language explanation and engaged with it — either confirming it reads accurately or requesting corrections that we then applied. An endorsement does not mean the authors formally approve every sentence, but it does mean the explanation has passed the eyes of the people who wrote the paper.
983 papers reviewed by authors · 1–10 / 983
This study found that co-digesting fruit juice processing wastewater with primary sludge improved the substrate's COD:N ratio but did not significantly enhance volatile fatty acid accumulation or methane yield compared to using the fruit juice wastewater alone.
This paper introduces HeuristicEdu, a two-phase reinforcement learning framework that aligns the Qwen2.5-7B model to function as a Socratic guide rather than a direct answerer, achieving significant improvements in scaffolding effectiveness and reduced concept leakage through heuristic rewards and Group Relative Policy Optimization.
This study analyzes 1.57 million GitHub repositories to demonstrate that common filtering criteria in Mining Software Repositories (MSR) research introduce significant maintenance, ecosystem, and relational biases that distort project abandonment rates and variable relationships, advocating for a shift toward stratified sampling and refined noise detection.
This paper challenges the assumption that dynamic benchmarks are inherently contamination-free by demonstrating that a significant portion of post-cut-off claims remain verifiable via pre-existing knowledge, which can artificially inflate multimodal fact-checking performance and distort system rankings, thereby necessitating stricter evaluation protocols.
This paper proposes a baryogenesis mechanism driven by an "entropy-clock" chemical potential during reheating, establishing a transfer-function bound that demonstrates successful freeze-out requires the entropy production timescale to overlap with the charge-violation scale, thereby constraining the reheating temperature to be comparable to the freeze-out temperature.
Wind tunnel simulations demonstrate that while galaxies crossing intracluster medium discontinuities experience enhanced gas loss and brief, subtle increases in star formation, these effects remain minor and short-lived compared to galaxies in constant density environments.
This paper demonstrates that optimizing the Dark Energy Survey's Self-Organizing Map photometric redshift method by tailoring the algorithm for redshift estimation and incorporating g-band flux information significantly improves redshift distribution characterization, reducing bin overlap by up to 66% and establishing a robust framework for future DES Year 6 and stage IV surveys.
This paper investigates how early seeding mechanisms for supermassive black holes, specifically comparing direct collapse black holes and Dark Star collapse, influence the nanohertz gravitational wave background detected by pulsar timing arrays, finding that Dark Star seeds with a specific number density could dominate the signal while offering a pathway to constrain seed populations.
This paper proposes an Active-Constraint Drift-Plus-Penalty (ACDPP) framework for streaming federated learning with limited client memory, which jointly optimizes server-side data admission and client-side retention to minimize cumulative excess population risk while satisfying sampling-cost and buffer constraints, achieving sublinear regret guarantees validated by experiments.
This paper introduces Gubernaut, a deterministic, model-agnostic runtime controller that uses a token-free meta-level monitoring affect telemetry to successfully regulate reactive failure modes in large language model agents across multiple frontier model families, as validated by a rigorous, pre-registered evaluation protocol.