hierarchy_emergence_forces_phi

"A topical mosquito repellent and sunscreen composition comprising: a lotion including active and inert ingredients, wherein the active ingredients include geraniol, clove oil, and rosemary oil and the inert ingredients include water, mineral oil, zinc oxide, beeswax, triethyl citrate, and lecithin; and wherein the zinc oxide comprises a mixture of different sized particles, wherein half of the zinc oxide particles have a size from 20-50 nm and half of the zinc oxide particles have a size of from 80-200 nm."

"The duality defect is realized by a Chern-Simons coupling between the gauge fields from the two sides."

"the spring mechanism (104) exerts a defined resistance on the brush device (102) for its controlled movement... while also exerts a controlled restoring force"

"extends pretraining on a comprehensively curated medical corpus, including selected PubMed articles, abstracts, and internationally-recognized medical guidelines"

"scaling alone is insufficient for video generation models to uncover fundamental physical laws"

"CAT3D can create entire 3D scenes in as little as one minute, and outperforms existing methods for single image and few-view 3D scene creation"

"alternating between SFT and RL ultimately results in significant performance improvements after a few iterations"

"We show that orders of magnitude enhancement in performance could be obtained by a combination of hardware improvements and tight quantum-HPC integration."

"Our method significantly reduces long-context inference memory by up to 2.55× for MHA and 1.67× for GQA models while speeding up decoding by up to 2.18× and 1.50×"

"In all settings, TriDeNT outperforms other state-of-the-art methods in downstream tasks, with observed improvements of up to 101 %."

"Our findings suggest that scaling inference compute with inference strategies can be more computationally efficient than scaling model parameters. Additionally, smaller models combined with advanced inference algorithms offer Pareto-optimal trade-offs in cost and performance."

"We introduce a new multilingual corpus with 1.12 trillion tokens and a fast tokenizer based on greedy matching for enhanced multilinguality."

"using speculative execution and a novel sampling method, we can make exact decoding from the large models faster, by running them in parallel on the outputs of the approximation models"

"Built upon UltraFeedback, we align a LLaMA-based model by best-of-n sampling and reinforcement learning, demonstrating its exceptional performance on chat benchmarks"

"Our approach involves generating novel, high-uncertainty tasks through structured sampling and information obfuscation, RFT cold start, and an efficient agentic RL training algorithm, Duplicating Sampling Policy Optimization (DUPO)."

"With Gemini 1.0 Pro and 1.5 Flash models, we find that SCoRe achieves state-of-the-art self-correction performance, improving the base models' self-correction by 15.6% and 9.1% respectively on MATH and HumanEval."

"visual generation ability emerges as a natural byproduct of improved visual understanding, and can be unlocked efficiently with a small amount of generation data"

"We generalize this energy function to continuous-valued patterns while keeping the properties of the modern Hopfield networks like the exponential storage capacity and the extremely fast convergence"

"Gemini-2.5-Pro, achieves an accuracy of only 45%, with most models scoring below 40%"

"This allows LSeg to generalize to previously unseen categories at test time, without retraining or even requiring a single additional training sample."

"Time-R1 achieves state-of-the-art performance across multiple downstream datasets using only 2.5K training data"

"skills evolved from SealQA transfers zero-shot to BrowseComp, improving accuracy by 5.3%."

"LIMO achieves 63.3% on AIME24 and 95.6% on MATH500 with only 1% of prior training data"

"achieve state-of-the-art throughputs of 1109 tokens/sec and 737 tokens/sec... outperform speed-optimized frontier models by up to 10x"

"By leveraging MLLMs with prompts, E5-V effectively bridges the modality gap between different types of inputs"

"We describe the features of the library as well as case studies in which the library has been used to alleviate these methodological concerns."

"we design a time-series foundation model for forecasting whose out-of-the-box zero-shot performance on a variety of public datasets comes close to the accuracy of state-of-the-art supervised forecasting models"

"we expect that an AI system that can achieve consistently high scores on the more difficult LAB-Bench tasks would serve as a useful assistant for researchers in areas such as literature search and molecular cloning"

"analyze routing in our model showing high specialization"

"We detail all techniques that contribute to this efficiency breakthrough, including data curation, model architecture, training strategy, and system optimization."