“The goal was to evaluate whether large language models can determine causal and logical consistency between a proposed character backstory and an entire novel (~100k words), rather than relying on local plausibility.”

“ガチャ脳とは、結果を自分の理解や行動の延長として捉えず、運や偶然の産物として処理する思考様式です。”

“Despite the formal identification result, the ability to learn about monotonicity from data in practice is severely limited.”

“The paper demonstrates a continuum of collisions between hydrodynamic modes at complex wavevector for dispersion relations with a branch point at the origin.”

“The paper finds that quantum discord persists even when entanglement vanishes, suggesting that quantum correlations may exist beyond entanglement in this specific cosmological model.”

“The method first isolates pervasive latent effects by decomposing the observed precision matrix into a structured component and a low-rank component.”

“The resulting observable is mapped into a transparent decision functional and evaluated through realized cumulative returns and turnover.”

“CPR achieves an F1 score of 0.632 under SAP attacks, surpassing Median Smoothing (0.541 F1) by 9.1%.”

“HOLOGRAPH provides rigorous mathematical foundations while achieving competitive performance on causal discovery tasks.”

“The paper provides an example where the deterministic subcategory is the category of Stone spaces and the kernels correspond to a restricted class of Kleisli arrows for the Radon monad.”

“DyStream could generate video within 34 ms per frame, guaranteeing the entire system latency remains under 100 ms. Besides, it achieves state-of-the-art lip-sync quality, with offline and online LipSync Confidence scores of 8.13 and 7.61 on HDTF, respectively.”

“CERES implements dual-modal causal intervention: applying backdoor adjustment principles to counteract language representation biases and leveraging front-door adjustment concepts to address visual confounding.”

“UniAct achieves a 19% improvement in the success rate of zero-shot tracking of imperfect reference motions.”

“Particles are created on the light cone and remain causally connected, with their apparent simultaneity being illusory.”

“The paper develops a general and computationally tractable framework for computing sharp bounds on the effects of counterfactual policies.”

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

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“The paper shows that violating operational no-signalling constraints in Minkowski spacetime implies either a logical paradox or an operational infringement of Poincaré symmetry.”

“The paper proposes I-PERI, a novel federated algorithm that first recovers the CPDAG of the union of client graphs and then orients additional edges by exploiting structural differences induced by interventions across clients.”

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“The proposed method partitions the data according to the estimated propensity score and applies Patchwork Kriging to enforce continuity of HTE estimates across adjacent regions.”

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“C2PO leverages causal counterfactual signals to isolate bias-inducing features from valid reasoning paths, and employs a fairness-sensitive preference update mechanism to dynamically evaluate logit-level contributions and suppress shortcut features.”

“Causal questions can be tackled by writing down the probability of everything.”

“The study demonstrates hybrid training strategies can bring PINNs closer to FDTD-level accuracy and energy consistency.”

“"the person tells the computer it's their reality and the computer accepts it as truth and reflects it back,"”

“LLMs possess foundational cross-modal reasoning ability but lack precise causal understanding of the nonlinear relationships between variables in thermal comfort.”

“Any theory that ties unity to strong connectivity must therefore accept that a single conscious field cannot remain numerically identical and unified across such a configuration.”

“"AI-slop = generic frameworks, vague conclusions, unsupported claims, or statements that could apply anywhere without changing meaning."”

“Many CoTs flagged as unfaithful by Biasing Features are judged faithful by other metrics, exceeding 50% in some models.”

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“The algorithm trains the policy in a more end-to-end manner.”

“These experts have treated or consulted on dozens of patients who developed related symptoms after prolonged, delusional conversations with AI tools.”

“EgoReAct achieves remarkably higher realism, spatial consistency, and generation efficiency compared with prior methods, while maintaining strict causality during generation.”

“XGBoost achieved the strongest performance.”

“WeDLM preserves the quality of strong AR backbones while delivering substantial speedups, approaching 3x on challenging reasoning benchmarks and up to 10x in low-entropy generation regimes; critically, our comparisons are against AR baselines served by vLLM under matched deployment settings, demonstrating that diffusion-style decoding can outperform an optimized AR engine in practice.”

“The paper derives upper and lower bounds on estimation error, proving optimality of the method with noisy data.”

“GraphLocator achieves more accurate localization with average improvements of +19.49% in function-level recall and +11.89% in precision.”

“CRC consistently improves accuracy, while an in-depth ablation study confirms that its core safety mechanisms ensure exceptionally high non-degradation rates (NDR), making CRC a correction framework suited for safe and reliable deployment.”

“GatedBias introduces structure-gated adaptation: profile-specific features combine with graph-derived binary gates to produce interpretable, per-entity biases, requiring only ${\sim}300$ trainable parameters.”

“Models learn discriminative and interpretable features from as few as one or five training examples.”

“The multi-path architecture achieves superior performance over baseline CNN and MLP models, with accuracy exceeding 95% and AUC around 97% for Rifampicin (RIF) and Rifabutin (RFB) resistance prediction.”

“CENNET provides causal explanations for predictions by NNs and uses structural causal models (SCMs) effectively combined with the NNs although SCMs are usually not used as predictive models on their own in terms of predictive accuracy.”

“COCONUT consistently exploits dataset artifacts, inflating benchmark performance without true reasoning.”

“The GoT framework structures streaming predictions as an evolving graph, enabling a multimodal transformer to forecast the next speech act, generate concise justifications for its decisions, and dynamically refine its reasoning.”

“Causal-HM achieves a state-of-the-art (SOTA) I-AUROC of 90.7%.”

“Omni-Weather achieves state-of-the-art performance in both weather generation and understanding. Generative and understanding tasks in the weather domain can mutually enhance each other.”

“The research focuses on few-shot fine-grained visual categorization.”

“CDA captures cross-channel interdependencies while providing interpretable, privacy-preserving attribution insights, offering a scalable and future-proof alternative to traditional path-based models.”

“The article is sourced from ArXiv, suggesting it's a research paper.”