“How do you design an LLM agent that decides for itself what to store in long term memory, what to keep in short term context and what to discard, without hand tuned heuristics or extra controllers?”

“SpaceTimePilot can independently alter the camera viewpoint and the motion sequence within the generative process, re-rendering the scene for continuous and arbitrary exploration across space and time.”

“The paper identifies two distinct topological phases: an SPT phase at half filling stabilized by positive parity coupling, and a topological phase at unit filling stabilized by negative coupling.”

“AODDiff inherently enables uncertainty quantification via multiple sampling, offering critical confidence metrics for downstream applications.”

“The paper theoretically ensures asymptotic error free computation with the minimal codeword length.”

“The paper's core contribution is the multi-objective optimization framework using NSGA-II to generate a Pareto front of trade-off solutions, allowing for a balanced compromise between competing fairness criteria.”

“Utilizing 2:4 sparsity combined with quantization on $4096 imes 4096$ matrices, our approach achieves a reduction of up to $4\times$ in weight storage and a $1.71\times$ speedup in matrix multiplication, yielding a $1.29\times$ end-to-end latency reduction compared to dense GPU baselines.”

“RadAR significantly improves generation efficiency by integrating radial parallel prediction with dynamic output correction.”

“DLCM reallocates roughly one-third of inference compute into a higher-capacity reasoning backbone, achieving a +2.69% average improvement across 12 zero-shot benchmarks under matched inference FLOPs.”

“The model improves multi-hop reasoning accuracy by 16.8 percent on HotpotQA, 14.3 percent on 2WikiMultihopQA, and 19.2 percent on MeetingBank, while improving consistency by 21.5 percent.”

“The optimal pipeline (ANOVA feature selection with a support vector machine) achieved a mean validation accuracy of 0.79.”

“This white paper is the result of those discussions, offering a wide range of recommendations developed in the context of gendered attrition in astrophysics but which ultimately support a healthier climate for all scientists alike.”

“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's core finding is the ability to generate a high-quality, contextually grounded 3D mesh from a single RGB-D image in under one second.”

“The paper presents an encoder-only transformer built with minimum layers for intrusion detection.”

“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.”

“MambaSeg achieves state-of-the-art segmentation performance while significantly reducing computational cost.”

“The paper investigates the maximum misclassification rate that a valid two-stage framework can tolerate and proposes a spectral method to achieve the desired misclassification rate.”

“MedKGI improves dialogue efficiency by 30% on average while maintaining state-of-the-art accuracy.”

“The model achieves an IoU of 0.9130 validating the success and efficacy of the "temporal-first" strategy.”

“CPePC bases its caching decisions by predicting a parameter whose value is estimated using current cache occupancy and the popularity of the content into account.”

“Hojabr integrates relational algebra, tensor algebra, and constraint-based reasoning within a single higher-order algebraic framework.”

“The paper proposes to use a standard reduced basis method (RBM) to construct this low-order rational function. Algorithmically, this procedure is an iterative greedy approach, where the greedy objective is evaluated through an error estimator that exploits the linearity of the frequency domain representation.”

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

“The paper argues that the distribution of stock returns can be effectively split in two -- for gains and losses -- assuming difference in parameters of their respective stochastic volatilities.”

“BOAD outperforms single-agent and manually designed multi-agent systems. On SWE-bench-Live, featuring more recent and out-of-distribution issues, our 36B system ranks second on the leaderboard at the time of evaluation, surpassing larger models such as GPT-4 and Claude.”

“The paper proposes verifiable off-chain computation (leveraging Verifiable Services, TEEs, and ZK proofs) as a framework to transcend these constraints while maintaining cryptoeconomic security.”

“ThinkGen employs a decoupled architecture comprising a pretrained MLLM and a Diffusion Transformer (DiT), wherein the MLLM generates tailored instructions based on user intent, and DiT produces high-quality images guided by these instructions.”

“Experimental outcomes indicate better detection accuracy, shorter mitigation latency and reasonable build-time overhead than rule-based, provenance only and RL only baselines.”

“The model achieves an Unweighted Accuracy of 61.4% with a quantized model footprint of only 23 MB, representing approximately 91% of the Unweighted Accuracy of a full-scale baseline.”

“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.”

“Numerical results indicate that incorporating MAs yields additional performance improvements for RSMA, and MA assistance yields a greater performance gain for RSMA relative to SDMA.”

“The method significantly improves convergence and generation quality even after pruning 85% of the training data, and achieves state-of-the-art performance across downstream tasks.”

“The article's specific technical contributions and the nature of the 'improvements' are unknown without further details. However, the title suggests a focus on access control and secure data storage in cloud environments.”

“The BRKGA can efficiently explore the problem solution space, providing high-quality approximate solutions within low computational times.”

“The proposed architecture reduces the number of parameters by up to 19%, training time by 9.9%, and inference time by 8.0%, while maintaining comparable performance to the baseline model.”

“TYTAN achieves ~2 times performance improvement, with ~56% power reduction and ~35 times lower area compared to the baseline open-source NVIDIA Deep Learning Accelerator (NVDLA) implementation.”

“AgentFact, an agent-based multimodal fact-checking framework designed to emulate the human verification workflow.”

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

“By leveraging temporal and depthwise separable convolutions, our most compact model reduces computational complexity to just 8,208 MACs while maintaining an F1 score of 0.972.”

“"Starting next week, please join the MLOps project. The unit price is 900,000 yen. You will do everything alone."”

“The paper proposes an active learning algorithm with Fisher Information that quantifies the informativeness of candidate views with respect to both semantic Gaussian parameters and deformation networks.”

“"Ah, there was a risk of an accommodating bias in the current thought process. I will correct it before output."”

“The paper introduces a novel subgrid characteristic length derived from the analysis of the entanglement between the numerical discretization and the filtering in LES.”

“The framework identifies reflection as the key mechanism that enables agents to adapt through interaction without back propagation or model fine tuning.”

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

“The paper establishes the building blocks for classification, regression, and representation learning with the $p$-adics, providing learning models and algorithms.”

“Practitioners prioritize automation and maintainability over cost optimization.”

“FLLTPE and FLLTE demonstrated superior performance compared to other estimators.”

“CoDS significantly outperforms existing semantic communication and traditional digital communication schemes, achieving state-of-the-art perception performance while ensuring compatibility with practical digital V2X systems.”