“Gemini API を本番運用していると、こんな要件に必ず当たります。”

“Gemini API のマルチモーダル機能を使った実装で、parts配列の構造について複数箇所でハマりました。”

“Edit3r directly predicts instruction-aligned 3D edits, enabling fast and photorealistic rendering without optimization or pose estimation.”

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

“The best model had a weighted F-score of 0.898, while the pipeline running on CPU had a processing median time of 498 seconds per 100 files.”

“The paper introduces a continuation-based learning framework that combines simplified model pretraining and model homotopy transfer to efficiently generate and refine complex dynamic behaviors.”

“The authors obtain accurate ground-state energies for lattices up to 80 x 80 (6400 spins) and train deep Boltzmann machines for a system with 35 x 35 (1225 spins).”

“The paper proposes a novel sparse-penalization framework for high-dimensional Pconf classification.”

“The paper proposes a two-step MCMC-algorithm in a Bayesian framework to overcome the issue of partial observations.”

“The Hilbert-VLM model achieves a Dice score of 82.35 percent on the BraTS2021 segmentation benchmark, with a diagnostic classification accuracy (ACC) of 78.85 percent.”

“SHIELD maintains an observation-quality occupancy map and performs ray-casting on this map to address the issue of inconsistent point-cloud quality during exploration.”

“The proposed method outperforms zero forcing (ZF) and maximum ratio transmission (MRT) techniques, particularly in high-interference scenarios, while remaining robust to CSI imperfections.”

“The VBSF architecture achieves an accuracy of more than 98%.”

“The paper introduces a new dataset, CHQ-Sum, that contains 1507 domain-expert annotated consumer health questions and corresponding summaries.”

“The evaluation results show that after applying parallelization with the proposed framework, all patterns show a reduction in execution time, confirming the effectiveness of parallelization.”

“IAFS effectively resolves the perception-fidelity conflict, yielding consistently improved perceptual detail and structural accuracy, and outperforming existing inference-time scaling methods.”

“The study confirms that imperfections in commercially available multimode fibers are responsible for undesirable alterations in the output structured light fields during bending. The ion-exchange waveguides exhibit previously unseen resilience of structured light transport even under severe deformation conditions.”

“The HiR framework employs a select-then-rewrite strategy to replay failed attempts as successes based on the constraints that have been satisfied in hindsight.”

“The paper introduces the notion of the essential convergence rate and justifies it by proving that, under appropriate assumptions on discretization, no method obtained by discretizing an ODE can achieve a faster rate than its essential convergence rate.”

“ASemConsist achieves state-of-the-art performance, effectively overcoming prior trade-offs.”

“MUSIC accurately learns solutions to complex coupled systems under data-scarce and noisy conditions, consistently outperforming non-sparse formulations.”

“The paper demonstrates a state-of-the-art balance between identity removal, attribute preservation, and image quality.”

“The proposed framework achieves an overall accuracy of 89.72% and a macro-average F1-score of 85.46%. Notably, it attains an F1- score of 61.7% for the challenging N1 stage, demonstrating a substantial improvement over previous methods on the SleepEDF datasets.”

“A simple dynamic Graph Neural Network (GNN) is representative enough to outperform LLMs in debugging tabular log.”

“This exploratory, p-value-adjacent approach to validating the data universe (train and hold out split) resamples different holdout choices many times to create a histogram to shows where your split lies.”

“By identifying invariant subspaces across projections, our approach enables more precise control over concept manipulation without unintended amplification or diminution of other behaviors.”

“The paper introduces "intermittent locomotion as a mechanism that allows robots to reliably detect peers that fail to keep up, and disrupt the motion of the swarm."”

“The framework achieves a macro F1-score of 88.78% on the UCI-HAR dataset under strict few-shot conditions, outperforming classical approaches.”

“The paper demonstrates that small tweaks to the training procedure with very little overhead can virtually eliminate the problem of catastrophic forgetting.”

“InstructMoLE utilizes a global routing signal, Instruction-Guided Routing (IGR), derived from the user's comprehensive instruction. This ensures that a single, coherently chosen expert council is applied uniformly across all input tokens, preserving the global semantics and structural integrity of the generation process.”

“Our approach leverages a Markov chain framework with a recall mechanism, where each state represents a short-length VAE-GAN video generator. This setup enables the sequential connection of generated video sub-sequences, maintaining temporal dependencies and resulting in meaningful long video sequences.”

“The ΣR statistic, a novel detection metric, effectively recovers signal energy dispersed across adjacent frequency bins, leading to an order-of-magnitude enhancement in the effective detection volume.”

“The paper introduces SpidR-Adapt, a universal speech representation model.”

“The paper focuses on weakly-supervised camouflaged object detection using scribble annotations.”

“The article's subject is about binary treatment choices.”

“The article's context originates from an ArXiv paper, indicating a focus on theoretical research and potential future applications.”

“UniMPR is a unified framework for multimodal place recognition with heterogeneous sensor configurations.”

“The paper focuses on time series alignment with incomplete data.”

“UniCoMTE is a universal counterfactual framework for explaining time-series classifiers on ECG Data.”

“GR-Agent is designed to function under incomplete knowledge.”

“The research focuses on restoring the statistical ensemble nature of polymers.”

“The research focuses on detecting prompt injection attacks against applications.”

“The article's focus is on the impact of noisy labels in medical image classification.”

“The research focuses on boosting spatial reasoning capability of MLLMs for 3D Visual Grounding.”

“The research focuses on learning constitutive relations using neural networks.”