KOINEU

Generative Multi-Form Bayesian Optimization

본 논문에서는 복잡한 구조의 입력 공간을 최적화하는 문제를 해결하기 위해 생성 모델 기반 접근법을 탐구한다. GMO는 잠재 공간으로의 매핑을 통해 이러한 문제를 해결할 수 있는 가능성을 제시하지만, 잠재 차원의 결정은 어려운 과제이다. 우리는 다형 GMO인 GMFoO를 제안하여 이 문제를 해결하고자 한다. GMFoO는 여러 개의 잠재 공간에서 동시에 최적화를 수행함으로써 서로 보완적으로 작동한다. 또한 생성 모델을 통해 잠재 공간 간의 양의 상관 관계를 유도하고, BO를 사용하여 정보를 교환하는 전략을 제시한다. 이러한 접근법은 제

Generative Multi-Form Bayesian Optimization

Generic Modal Cut Elimination Applied to Conditional Logics

Geographic constraints on social network groups

GHOST: Solving the Traveling Salesman Problem on Graphs of Convex Sets

Global Gevrey Hypoellipticity of Involutive Systems on Non-Compact Manifolds

GMRT observations of the Ophiuchus galaxy cluster

Graph-theoretical Constructions for Graph Entropy and Network Coding Based Communications

Gravitational Wave Emission from the Single-Degenerate Channel of Type Ia Supernovae

Half-Duplex Active Eavesdropping in Fast Fading Channels: A Block-Markov Wyner Secrecy Encoding Scheme

Hard X-ray and Gamma-Ray Detectors

Hardware Implementation of Ring Oscillator Networks Coupled by BEOL Integrated ReRAM for Associative Memory Tasks

Helium Clusters Capture of Heliophobes, Strong Depletion and Spin dependent Pick-up Statistics

High-energy astroparticle physics

History-sensitive versus future-sensitive approaches to security in distributed systems

Homogenization of the Vlasov Equation and of the Vlasov - Poisson System with a Strong External Magnetic Field

Hypercontractivity for a family of quantum Ornstein-Uhlenbeck semigroups

ICP-4D: Bridging Iterative Closest Point and LiDAR Panoptic Segmentation

Identification of a Population of X-ray Emitting Massive Stars in the Galactic Plane

Improved Tactile Resonance Sensor for Robotic Assisted Surgery

Improving Topic Modeling of Social Media Short Texts with Rephrasing: A Case Study of COVID-19 Related Tweets

In-materio neuromimetic devices: Dynamics, information processing and pattern recognition

Indigenous Astronomies and Progress in Modern Astronomy

Intermittent Activity of Jets in AGN

Interpreting the bounds on Solar Dark Matter induced muons at Super-Kamiokande in the light of CDMS results

Introducing the b-value: combining unbiased and biased estimators from a sensitivity analysis perspective

Introduction to Quantum Integrability

Investigating modularity in the analysis of process algebra models of biochemical systems

Irresponsible AI: big tech's influence on AI research and associated impacts

ISIS at its apogee: the Arabic discourse on Twitter and what we can learn from that about ISIS support and Foreign Fighters

Knowledge Discovery from Social Media using Big Data provided Sentiment Analysis (SoMABiT)

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules

KP-PINNs: Kernel Packet Accelerated Physics Informed Neural Networks

LEAD: An EEG Foundation Model for Alzheimer's Disease Detection

Learned-Rule-Augmented Large Language Model Evaluators

Learning spatial hearing via innate mechanisms

Learning to Code with Context: A Study-Based Approach

LeMiCa: Lexicographic Minimax Path Caching for Efficient Diffusion-Based Video Generation

Lightweight Security for Ambient-Powered Programmable Reflections with Reconfigurable Intelligent Surfaces

Limits of the seismogenic zone in the epicentral region of the 26 December 2004 great Sumatra-Andaman earthquake: Results from seismic refraction and wide-angle reflection surveys and thermal modeling

Linear theory and violent relaxation in long-range systems: a test case

LiveTradeBench: Seeking Real-World Alpha with Large Language Models

Local Computation: Lower and Upper Bounds

Logical Evaluation of Consciousness: For Incorporating Consciousness into Machine Architecture

Long cycles in vertex transitive digraphs

Long-term X-ray Variability Study of IC342 from XMM-Newton Observations

Longitudinal EAS-Development Studies in the Air-Shower Experiment KASCADE-Grande

Low Rank Matrix-Valued Chernoff Bounds and Approximate Matrix Multiplication

Lower bounds for the maximum number of runners that cause loneliness, and its application to Isolation

Lowest Degree Decomposition of Complex Networks

LUME-DBN: Full Bayesian Learning of DBNs from Incomplete data in Intensive Care

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