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Category:All HeadlinesWorld & GeopoliticsMarkets & EconomyTech & AIPoliticsSearch results for: "Sampling-Free Uncertainty" (30 stories)

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Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models
Lead StoryThe Association for the Advancement of Artificial Intelligencetech
Mar 14

Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTE1NSllfQkw5WUgtSnNwU0pFN3Nja2JTVDhOczUtc3NSVEE5SUl0c3UzS3piTGV2aUdFb1JHX3ZzZVpxT3hVSzJKNU5pZmxFRDRYUDhDZmwtaEFoa2RqbjNPa0dwRkI?oc=5" target="_blank">Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

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Search Results for "Sampling-Free Uncertainty"

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29 stories displayed
Reliable uncertainty estimates in deep learning with efficient Metropolis-Hastings algorithms
Naturetech

Reliable uncertainty estimates in deep learning with efficient Metropolis-Hastings algorithms

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE8waU5pQTB5ZnU0WmY5X2x0THEtb1NrSDgtNnM1Zno5TllacEljUjZmVTlGNDBvSVo2U3ZfNkZvNy1GeFo5Uk16NHFTOTBjSjJPY3BDLUc2Q3gtbEVJYm9B?oc=5" target="_blank">Reliable uncertainty estimates in deep learning with efficient Metropolis-Hastings algorithms</a>  <font color="#6f6f6f">Nature</font>

Knowledge-informed graph attention networks enable defect-free alloy design for laser additive manufacturing
Naturegeneral

Knowledge-informed graph attention networks enable defect-free alloy design for laser additive manufacturing

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9pUktyWWQ2eXp2SmhkUWk5TEYzWnJFSVJCNUdxVTF4UjJEcmhWeHZ1LXdVdXRweVhFM2tmb0JUMFVTWVFOdzBVelAxLWJYamhpUC01eUNvUVZmRlFVNEtR?oc=5" target="_blank">Knowledge-informed graph attention networks enable defect-free alloy design for laser additive manufacturing</a>  <font color="#6f6f6f">Nature</font>

Perseverance continues science mission amid uncertainty about Mars Sample Return
SpaceNewstech

Perseverance continues science mission amid uncertainty about Mars Sample Return

<a href="https://news.google.com/rss/articles/CBMipgFBVV95cUxOMkNZTS1Bam5rbHU3OUM3ZUlfbXBMR2JudUp2eU5MSmJ1N29meGhlcURGS2lJX01KQU1wSWNXel8zWUVUYl9LcGNOUEtoejZYXzJ1cTRCTi1QNWJhN1FYWXppdHlQOFlpXzVObnBldXNMLVJFTG9HQ0VPM3pkdkItbjFWRVYzSXc0LWlFUFBuUkxHNWFSQkFRUEtCYm5RUTFIRTFzcU1B?oc=5" target="_blank">Perseverance continues science mission amid uncertainty about Mars Sample Return</a>  <font color="#6f6f6f">SpaceNews</font>

Vol. 40 No. 36: AAAI-26 Technical Tracks 36
The Association for the Advancement of Artificial Intelligencetech

Vol. 40 No. 36: AAAI-26 Technical Tracks 36

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBoNzM0WFZTUTdiSDFtRmdiVnpxT21EeU40Q3lGajNqOFpocDlJSWF0T3liWExFdHlNdWZsLW1UeGtxa1ltVnludElsWGJnYzRkUVNyYkVYR0QxSk1mZUhJ?oc=5" target="_blank">Vol. 40 No. 36: AAAI-26 Technical Tracks 36</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Classifier-Free Guidance is a Predictor-Corrector
Apple Machine Learning Researchgeneral

Classifier-Free Guidance is a Predictor-Corrector

<a href="https://news.google.com/rss/articles/CBMidkFVX3lxTFA2d0UtQzhjbnFEVlY2TGhMcTgtSHRUMG44ZTVIR3JmVDRxUlV4TFFha1RrdmNELTFkSVVEWDdNWk5wWTNqOTg3b2FEb2hUUEV0RHAwZXQ1VVFxMEJXLVNwclo5REt3UWZpazFETUV6R2pEQmFTT2c?oc=5" target="_blank">Classifier-Free Guidance is a Predictor-Corrector</a>  <font color="#6f6f6f">Apple Machine Learning Research</font>

What is uncertainty quantification?
IBMtech

What is uncertainty quantification?

<a href="https://news.google.com/rss/articles/CBMia0FVX3lxTFBJeF94d1lhVDhRRGlBUUctcnMxTzZiWk94ZGYzM2s0VGZWcmJpYVFmcWgwN2tUYTJMUW9KVnNYTVZjMjNpZ3lpeHprcHphaHRRX2FwcjEtcl9nLThnREpxUURJZ0F5cW4zSnNF?oc=5" target="_blank">What is uncertainty quantification?</a>  <font color="#6f6f6f">IBM</font>

SConU: Selective Conformal Uncertainty in Large Language Models
alphaXivtech

SConU: Selective Conformal Uncertainty in Large Language Models

<a href="https://news.google.com/rss/articles/CBMiUEFVX3lxTFBWZF80YnNBUzFGY2RKLWZ0aE45eXVoM1dIOXBFR2VYcFVZc0gxNmN0anFVVUlGQWZaMWNGLV9RM3dqaWRNaVg1NUkxbU1sWENX?oc=5" target="_blank">SConU: Selective Conformal Uncertainty in Large Language Models</a>  <font color="#6f6f6f">alphaXiv</font>

EnergyRoute: energy-based uncertainty routing for selective retrieval and large language model assistance in the hierarchical classification of biotechnology R&D projects
Naturetech

EnergyRoute: energy-based uncertainty routing for selective retrieval and large language model assistance in the hierarchical classification of biotechnology R&D projects

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE8wWnUwVGFlMmVqNHkza0pFU3o0MHhNeE03a3U3UF9YRGFOMTROamhKczJjQndiN3Y1dWVZb09PY2JjZ3lHdHBXbWZvbEo3eVdjZkxrUEtLdVgwNldZREJB?oc=5" target="_blank">EnergyRoute: energy-based uncertainty routing for selective retrieval and large language model assistance in the hierarchical classification of biotechnology R&D projects</a>  <font color="#6f6f6f">Nature</font>

Convergence is not correctness: context-dependent performance of enhanced-sampling methods across biological complexity
Naturegeneral

Convergence is not correctness: context-dependent performance of enhanced-sampling methods across biological complexity

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE04emVSWVozRHJzNlRPTDRlc2ZmTHFzTGx1X3FSSDVLaGxzczlTOWhMN19WaHpYblNadldEUzNrM3VEZjk5Q0thMnljdnNXQk45d2hQeFUtSEQwWWs0bGV3?oc=5" target="_blank">Convergence is not correctness: context-dependent performance of enhanced-sampling methods across biological complexity</a>  <font color="#6f6f6f">Nature</font>

Uncertainty-Aware Multi-View Representation Learning
The Association for the Advancement of Artificial Intelligencetech

Uncertainty-Aware Multi-View Representation Learning

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTFBqWm9xMDd1V3dwdEZIQXk0OXFscHMxVTNMQmNYNE40NWNmaVIxTlZOOTNrbFM2b3AwVTJXYlVKa3oyR3NXaFlxVnV1YW5mMkpaZnI0ekl5R19UT2JGSzV3MU9DLXc?oc=5" target="_blank">Uncertainty-Aware Multi-View Representation Learning</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Active learning potentials for first-principles phase diagrams using replica-exchange nested sampling
Naturegeneral

Active learning potentials for first-principles phase diagrams using replica-exchange nested sampling

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE03bG9tRWtfYnBEZ0VPTnB0aldxMXNEX3U3NjVVQzdTVWY3X2o5WHpIdnJJYy1iYWJjVE9KNGhtOW05M1BXbG10NF9fdkZaeUVBSmFtWDJvekxKUzlJLU1N?oc=5" target="_blank">Active learning potentials for first-principles phase diagrams using replica-exchange nested sampling</a>  <font color="#6f6f6f">Nature</font>

Domain-Lifted Sampling for Universal Two-Variable Logic and Extensions
The Association for the Advancement of Artificial Intelligencetech

Domain-Lifted Sampling for Universal Two-Variable Logic and Extensions

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTFBnODdMN3Y5UGxkX3h6NzFUejVkRFg3djBvQVZVWFgwV3JfZ1k0VEhYQjZwZ3NEd21TbHlGMGh1NVNyb1pGNFlZdEphU2l0SGFXUUJweC1mbDlEbnQxYkFTdlJ5ZXg?oc=5" target="_blank">Domain-Lifted Sampling for Universal Two-Variable Logic and Extensions</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Uncertainty-weighted semi-supervised learning with dynamic entropy masking and Bhattacharyya-regularized loss
Naturetech

Uncertainty-weighted semi-supervised learning with dynamic entropy masking and Bhattacharyya-regularized loss

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFAzRFFSdFlGdy1helVKOHRXU3o5NHZsVzgtN0liM2lGMjR5cE5aT2tpYlVsZXZHQ0F5anZHZVQwTVBNMS1jWXhqVFhRU0YwM1hOVmpOOEt3V1lZZTA0U3c4?oc=5" target="_blank">Uncertainty-weighted semi-supervised learning with dynamic entropy masking and Bhattacharyya-regularized loss</a>  <font color="#6f6f6f">Nature</font>

Dynamic Uncertainty Estimation for Offline Reinforcement Learning
The Association for the Advancement of Artificial Intelligencetech

Dynamic Uncertainty Estimation for Offline Reinforcement Learning

<a href="https://news.google.com/rss/articles/CBMibEFVX3lxTE8yWDE1Sng2cnRMbHN6d0x5VHRya3l6OHlUWmpXdGZDYV81d2VHNVFHWmNPaTRVRURpWFR5S0NPUEl4V3U1R290ZW1yODVPdGt0OTk2VmVLNzdPZE1xVW1uNmY1N2hSOHoxZXhDLQ?oc=5" target="_blank">Dynamic Uncertainty Estimation for Offline Reinforcement Learning</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory
Naturetech

Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9BMXcxNUZ6cVdIRmhPeWc3VFZyaU11NXI4d0F3ZExsSlNJNlRGVzZEU1Y4SFkzdHVVUVl4eGNVaGFybUlBSHdjdVZxV2xNa01jZ3pNN0xHcnBQNzhNNW5J?oc=5" target="_blank">Model-free estimation of completeness, uncertainties, and outliers in atomistic machine learning using information theory</a>  <font color="#6f6f6f">Nature</font>

Uncertainty driven active learning of coarse grained free energy models
Naturetech

Uncertainty driven active learning of coarse grained free energy models

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1nZkR5eFptNXZVTTAxdlM4VlhqSkNWQ3NSeEtQMHRjQUFXU3N1ZDZfTlZ1UFBKZlotWXh5aU5FWDUyeEFzRG13d1hWSF9aa2U1d3BYSWl2d01jdFFqbGFJ?oc=5" target="_blank">Uncertainty driven active learning of coarse grained free energy models</a>  <font color="#6f6f6f">Nature</font>

Differentiable sampling of molecular geometries with uncertainty-based adversarial attacks
Naturetech

Differentiable sampling of molecular geometries with uncertainty-based adversarial attacks

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1sbWxHSmVSNzRxUVpvSjc4aEdOSjI3RGlGR0pTcm81RmlqNVB2SUJjdjhlSDRhT3UyV193ZWx5UkVKSXA0NXVGRkQ0aUtNZHIwWGZ1OXZYdkhaZGlsS05F?oc=5" target="_blank">Differentiable sampling of molecular geometries with uncertainty-based adversarial attacks</a>  <font color="#6f6f6f">Nature</font>

Automated optimization and uncertainty quantification of convergence parameters in plane wave density functional theory calculations | npj Computational Materials
Naturetech

Automated optimization and uncertainty quantification of convergence parameters in plane wave density functional theory calculations | npj Computational Materials

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5Bb09PaWhKQmxmXzJUOFpTUU1kR1J6cjliQmlrcHIwRmxTdzRReUR2VEZpZlZCRno3cnFuYUQ4LXpsWDk1dkFMaVRfWnNsQzVjdlFjTHFJZEQ0N0UtN3FB?oc=5" target="_blank">Automated optimization and uncertainty quantification of convergence parameters in plane wave density functional theory calculations | npj Computational Materials</a>  <font color="#6f6f6f">Nature</font>

Objective evaluation of deep uncertainty predictions for COVID-19 detection
Naturetech

Objective evaluation of deep uncertainty predictions for COVID-19 detection

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBURVFZdlNsQWo0Q0RGV1BtQ0U1WUt0My1wSERVMVBhWE45VFR3UFNseklPYkhEcWhEZVZwM0pTUHNzT1R0ZWkxUS1JUEEyY0RscUN5N2RnMFFTdktpb2ZZ?oc=5" target="_blank">Objective evaluation of deep uncertainty predictions for COVID-19 detection</a>  <font color="#6f6f6f">Nature</font>

Uncertainty-aware temperature field reconstruction from sparse samples and sensing via latent-space enhancement for GIS digital twin applications
Naturetech

Uncertainty-aware temperature field reconstruction from sparse samples and sensing via latent-space enhancement for GIS digital twin applications

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1UODA3Nkg2Ykw2US1Lbk5Bb3hrN1otTnByb0JzOVZQcTk0Nm91SDhtWFRfRkxPYWRqbUJjUWZBczlaUXFPRVh2R0N0bTBXUFNCNWhYYnhCRWtrRmJ2SWdr?oc=5" target="_blank">Uncertainty-aware temperature field reconstruction from sparse samples and sensing via latent-space enhancement for GIS digital twin applications</a>  <font color="#6f6f6f">Nature</font>

Uncertainty about others’ trustworthiness increases during adolescence and guides social information sampling
Naturetech

Uncertainty about others’ trustworthiness increases during adolescence and guides social information sampling

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFB5cEVUaXB2WDRpTGttNGZ3Zl9EZjVNZXRQQ1kybDBYV3dWYTdCektrMFdyODFuS01rM0w4aGdaVVZEVU1CUWpFV2dFZkZ2b0I4bEFVWGl1TjRDMEVVS1BR?oc=5" target="_blank">Uncertainty about others’ trustworthiness increases during adolescence and guides social information sampling</a>  <font color="#6f6f6f">Nature</font>

Uncertainty-biased molecular dynamics for learning uniformly accurate interatomic potentials
Naturetech

Uncertainty-biased molecular dynamics for learning uniformly accurate interatomic potentials

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBvVmgyUGdKOTdYTUJwb1ZPMVhTYm8zZVlnSTZpZGFsTVpldllNaGRnTjdSUXFQWUhJc0lYR2VzbjVTcW9NTzlWbzk3THpSSlliUC05Z3E4TEdIYzNWUmlz?oc=5" target="_blank">Uncertainty-biased molecular dynamics for learning uniformly accurate interatomic potentials</a>  <font color="#6f6f6f">Nature</font>

Environmental pressure and sensory uncertainty modulate free-throw performance: psychological, neurophysiological, and kinematic evidence
Naturetech

Environmental pressure and sensory uncertainty modulate free-throw performance: psychological, neurophysiological, and kinematic evidence

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBRSEljODFlN1hEeUJjdmI5OXZjcS1MNVAyY0FiYjFrSXlJdVVCa29NZVZCQjdVZDhJT0pMcVpuWks5U3E2T3lqc3RxbHNGb3l4eGlrX3hCQ2tacDVnMmNZ?oc=5" target="_blank">Environmental pressure and sensory uncertainty modulate free-throw performance: psychological, neurophysiological, and kinematic evidence</a>  <font color="#6f6f6f">Nature</font>

Scalable crystal structure relaxation using an iteration-free deep generative model with uncertainty quantification
Naturetech

Scalable crystal structure relaxation using an iteration-free deep generative model with uncertainty quantification

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1VWG02dGM0c3ppQlZ4ZlFWMnZ4RkUzSzZEa2kxU1RweUFya1V4bzZkVWtCaFk3am82Y1BTeEJidUhTWUhLY1JFZERramVadGJlbWFaa1VLZS0zUGlvNlBV?oc=5" target="_blank">Scalable crystal structure relaxation using an iteration-free deep generative model with uncertainty quantification</a>  <font color="#6f6f6f">Nature</font>

Discovering novel lead-free solder alloy by multi-objective Bayesian active learning with experimental uncertainty
Naturetech

Discovering novel lead-free solder alloy by multi-objective Bayesian active learning with experimental uncertainty

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE84cnRmaU9XZDZCSVMySjVXQi1DMnR5enZzZ1ZENzFMM1I0NXNjN0VxZ243NmhQdm9FX0tXN0NTWkFlWFFYSnh6NjFyTkJKTEZrVjVEcmJ6Z3RrNGpWYjRZ?oc=5" target="_blank">Discovering novel lead-free solder alloy by multi-objective Bayesian active learning with experimental uncertainty</a>  <font color="#6f6f6f">Nature</font>

The computational cost of active information sampling before decision-making under uncertainty
Naturetech

The computational cost of active information sampling before decision-making under uncertainty

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5KX2lhSVk4T2NnLWUzcllyOExvMlB4VlN0X05TaE1ULVh4M0lXUmxFaGJlT3RpWXcxQ0Z1ZjlBSDRMclN4cjExcTZZVUZKc0tvQnZ0UW1KRy1mR29jSTNN?oc=5" target="_blank">The computational cost of active information sampling before decision-making under uncertainty</a>  <font color="#6f6f6f">Nature</font>

Uncertainty analysis and performance evaluation of thermophysical property measurement of liquid Au in microgravity
Naturetech

Uncertainty analysis and performance evaluation of thermophysical property measurement of liquid Au in microgravity

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE0xMTlIRmRyZ2tCcFc4cjdlRU1UNl91UEhiSDF6Z2U3dXhtREVKS0hoUURSell2OG5FMm1sa284b3B1RHRoOWxxUk9hbmJxdzFTSW9QRGdsVS1UZU1VODhN?oc=5" target="_blank">Uncertainty analysis and performance evaluation of thermophysical property measurement of liquid Au in microgravity</a>  <font color="#6f6f6f">Nature</font>

Quantifying the unknown impact of segmentation uncertainty on image-based simulations
Naturetech

Quantifying the unknown impact of segmentation uncertainty on image-based simulations

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5PeldEOHFjRWFKSzJmaUNUM1JRN1Bqc2dta3QybWg3c3JoZ3UxaU5sVDJfem8yT1ZEdlNZOGxoNzJDenJnazQwemRUV1BEZlkwcXFzZXFQTFE4UFo5RV9z?oc=5" target="_blank">Quantifying the unknown impact of segmentation uncertainty on image-based simulations</a>  <font color="#6f6f6f">Nature</font>

Attention, Uncertainty, and Free-Energy
Frontierstech

Attention, Uncertainty, and Free-Energy

<a href="https://news.google.com/rss/articles/CBMimgFBVV95cUxNRXBrRFE0U0xIdS1vTHktaFRnUS0tVWVVdmpETElPVU45VUdSRXJ1cnp6UlhlTEpnNGR0aDNhUmJNYVdyanpSWHdSTTg4VV9Sa2ktWXUxd1UxWWF5VC1rZXJJWFFzejI4M2JIWTNjWHc5XzF2MlJaYzE4c0J4RXBLZVBFV2ZRQXp1YkpZb0s1NThoRnJ4N0ZwcWNB?oc=5" target="_blank">Attention, Uncertainty, and Free-Energy</a>  <font color="#6f6f6f">Frontiers</font>

"Sampling-Free Uncertainty" — Live Google News Trends & Headlines