“Acyclic production systems are always viable.”

“Our method updates a small, targeted subset of parameters during inference using only the incoming utterance, requiring no source data or labels.”

“The proposed system consistently outperformed flat multi-class classifiers and pre-trained self-supervised models.”

“The three-axis framework reproduces the known N^(-2/3) scaling of one-axis twisting and the Heisenberg-limited N^(-1) scaling of two-axis twisting, while allowing additional tunability and enhanced entanglement generation in low-spin systems.”

“The paper introduces a general, model-agnostic training and inference framework for joint generative forecasting and shows how it enables assessment of forecast robustness and reliability using three complementary uncertainty quantification metrics.”

“The paper proposes two original algorithms: a generic polynomial-time sequential algorithm with theoretical guarantees and an extension of the General Yankee Swap.”

“The AHA framework, leveraging counterfactual hard negative mining, constructs a high-quality preference dataset that forces models to distinguish strict acoustic evidence from linguistically plausible fabrications.”

“The learned model consistently reduces the discrepancy between quantum and classical solutions beyond what is achieved by ZNE alone.”

“The paper demonstrates competitive or state-of-the-art performance across a range of time-series benchmarks.”

“The framework can accommodate Hamiltonian mechanics, enabling dynamical modeling.”

“The paper presents formulas that allow us to decompose a function $f\colon \mathbb S^d ightarrow \mathbb R$ into a sum of terms $f_{oldsymbol u,oldsymbol ξ}$.”

“The adoption of a layered warmness criterion decouples model selection from cosmological observables, thereby enhancing analytical transparency.”

“Flow2GAN delivers high-fidelity audio generation from Mel-spectrograms or discrete audio tokens, achieving better quality-efficiency trade-offs than existing state-of-the-art GAN-based and Flow Matching-based methods.”

“The paper derives SINR expressions and a closed-form uplink SE expression, and proposes an alternating-optimization framework to select FA port configurations that maximize the uplink sum SE.”

“EPD-Solver leverages the Mean Value Theorem for vector-valued functions to approximate the integral solution more accurately.”

“Fast transfer is equivalent to useful transfer for compute-optimal grid search, meaning that transfer is asymptotically more compute-efficient than direct tuning.”

“The resulting permeability is strongly dependent on the geometry of porous space, including pore size distribution, sample size, and the particular structure of the sample, along with thermodynamic conditions and processes, specifically, pressure growth or reduction.”

“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 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.”

“We introduce the shallow versus deep alignment framework, providing the first quantitative characterization of alignment depth.”

“The study uses an expert-annotated dataset.”

“The research utilizes multi-view point cloud datasets.”

“The paper focuses on the 'Principle of Proportional Duty'.”