“These ideas are not born out of malice. Many come from good intentions and sincerity. But, from the perspective of implementing and operating LLMs as an API, I see these ideas quietly destroying reproducibility and safety...”

“As conversations with generative AI become longer and more complex, they are no longer simple question-and-answer exchanges. They represent chains of thought, decisions, and context.”

“本稿では、その設計思想を 思想・数式・コード・最小検証モデル のレベルまで落とし込み、第三者（特にエンジニア）が再現・検証・反証できる形で固定することを目的とします。”

“It targets one concrete goal, make it easy to compare block level, layer level and weight level pruning methods under a consistent training and evaluation stack on both GPUs and […]”

“Stay faithful to the original methods Minimize boilerplate while remaining readable Be easy to run and inspect as standalone files Reproduce key qualitative or quantitative results where feasible”

“BSL2 cell culture experiments, cross-contamination and mycoplasma contamination, research reproducibility.”

“The article focuses on making the last mile boring (in the best way).”

“The core issue is the change in behavior: the model now reproduces almost the same result (about 90% of the time) instead of generating unique images with the same prompt.”

“OpenForecaster 8B matches much larger proprietary models, with our training improving the accuracy, calibration, and consistency of predictions.”

“Achieved a classification accuracy of 96.25% on the HCPTask dataset.”

“AstroReview correctly identifies genuinely accepted proposals with an accuracy of 87% in the meta-review stage, and the acceptance rate of revised drafts increases by 66% after two iterations with the Proposal Authoring Agent.”

“The paper introduces a Physics-Aware Groupwise Direct Preference Optimization (PhyGDPO) framework that builds upon the groupwise Plackett-Luce probabilistic model to capture holistic preferences beyond pairwise comparisons.”

“SenseNova-MARS achieves state-of-the-art performance on open-source search and fine-grained image understanding benchmarks. Specifically, on search-oriented benchmarks, SenseNova-MARS-8B scores 67.84 on MMSearch and 41.64 on HR-MMSearch, surpassing proprietary models such as Gemini-3-Flash and GPT-5.”

“PGMP framework outperforms state-of-the-art methods on unseen anatomy, setting new benchmarks in efficiency and diagnostic reliability.”

“TASIF integrates three synergistic components: (1) a simple, plug-and-play time span partitioning mechanism to capture global temporal patterns; (2) an adaptive frequency filter that leverages a learnable gate to denoise feature sequences adaptively; and (3) an efficient adaptive side information fusion layer, this layer employs a "guide-not-mix" architecture.”

“Mirage achieves high realism and temporal consistency across diverse editing scenarios.”

“PointRAFT achieved a mean absolute error of 12.0 g and a root mean squared error of 17.2 g, substantially outperforming a linear regression baseline and a standard PointNet++ regression network.”

“SCP provides a universal specification for describing and invoking scientific resources, spanning software tools, models, datasets, and physical instruments.”

“DGC achieves background-tissue separation (mean IoU 0.925) and demonstrates unsupervised disease detection through navigable semantic granularity.”

“Outputs at any time t depend only on a fixed-length context window preceding t.”

“The evaluation protocol jointly measures average accuracy, average cost, and throughput, and builds a ranking score from the harmonic mean of normalized cost and accuracy to enable comparison across router configurations and cost budgets.”

“SC-Net outperforms state-of-the-art methods in relative pose estimation and outlier removal tasks on YFCC100M and SUN3D datasets.”

“DIR not only effectively mitigates target inductive biases but also enhances RLHF performance across diverse benchmarks, yielding better generalization abilities.”

“MGCA-Net significantly outperforms existing SOTA methods in the outlier rejection and camera pose estimation tasks.”

“Cogniscope enables systematic investigation of multimodal cognitive markers and offers the community a benchmark resource that complements real-world validation studies.”

“GLiSE is a prompt-driven tool that turns a research topic prompt into platform-specific queries, gathers results from common software-engineering web sources (GitHub, Stack Overflow) and Google Search, and uses embedding-based semantic classifiers to filter and rank results according to their relevance.”

“The idea is to provide a lightweight way to: - upload a time series dataset, - train a set of baseline and widely used models (e.g. linear regression with lags, XGBoost, Prophet), - compare their forecasts and evaluation metrics on the same split.”

“The classifier achieves an accuracy of 97.4 percent with strong class wise precision and recall.”

“Samples influenced by spurious features tend to exhibit a dispersed distribution in the learned feature space.”

“The article is based on the content of the provided Colab notebook (mnist_t4_ultrafast_inference_v7.ipynb).”

“The goal here is methodology validation: making the growth event comparable, checking correctness parity, and measuring whether preserving optimizer state across resizing has a visible effect.”

“The paper proposes a unified hybrid memory framework that explicitly decomposes memory into short-term appearance memory and long-term distractor-resolving memory.”

“Tyee demonstrates consistent practical effectiveness and generalizability, outperforming or matching baselines across all evaluated tasks (with state-of-the-art results on 12 of 13 datasets).”

“The paper reveals critical limitations of state-of-the-art VLAs, including a strong tendency toward memorization over generalization, asymmetric robustness, a lack of consideration for safety constraints, and an inability to compose learned skills for long-horizon tasks.”

“Our method detects lines directly from event streams and leverages an event-line calibration model to generate the initial guess of camera parameters, which is suitable for both planar and non-planar lines.”

“AnalogSAGE achieves a 10$ imes$ overall pass rate, a 48$ imes$ Pass@1, and a 4$ imes$ reduction in parameter search space compared with existing frameworks.”

“Bright-4B produces morphology-accurate segmentations of nuclei, mitochondria, and other organelles from brightfield stacks alone--without fluorescence, auxiliary channels, or handcrafted post-processing.”

“Only 68.3% of projects execute out-of-the-box, with substantial variation across languages (Python 89.2%, Java 44.0%). We also find a 13.5 times average expansion from declared to actual runtime dependencies, revealing significant hidden dependencies.”

“The ALEAHallu framework follows an 'Activate-Locate-Edit Adversarially' paradigm, fine-tuning hallucination-prone parameter clusters using adversarial tuned prefixes to maximize visual neglect.”

“MMCTOP achieves consistent improvements in precision, F1, and AUC over unimodal and multimodal baselines on benchmark datasets, and ablations show that schema-guided textualization and selective expert routing contribute materially to performance and stability.”

“MASFIN delivered a 7.33% cumulative return, outperforming the S&P 500, NASDAQ-100, and Dow Jones benchmarks in six of eight weeks, albeit with higher volatility.”

“We demonstrate that dynamic routing performs better than static averaging of schemes and achieves performance competitive with the MHA baseline while offering potential for conditional compute efficiency.”

“TimeGAN produces synthetic data with distributional shapes, volatility patterns, and autocorrelation behaviour that are close to those observed in real returns.”

“PERELMAN has the potential to reduce the time required to prepare meta-analyses from months to minutes.”

“The paper reveals pronounced cross-model discrepancies, including low concept overlap and near-zero agreement in relational triples on many slides.”

“The article's focus is on the reproducibility of image detection methods.”

“"Is a persona really necessary? Isn't the behavior becoming a black box? Aren't reproducibility and explainability being sacrificed?"”

“NVIDIA really enters the reasoning race.”

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“We propose a simple 1-bit delta scheme that stores only the sign of the weight difference together with lightweight per-axis (row/column) FP16 scaling factors, learned from a small calibration set.”