model selection

454 papers

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Also known as

FMS

Co-occurring keywords

transfer learning (5442) bayesian inference (1904) hyperparameter optimization (405) large language model (12755) kernel methods (1096) regret bound (1918) online learning (1770) support vector machine (976) feature selection (649) benchmark evaluation (1539)

Papers

How Robust Are Router-LLMs? Analysis of the Fragility of LLM Routing Capabilities EACL 2026

Sensor Model Identification via Simultaneous Model Selection and State Variable Determination (Abstract Reprint) AAAI 2026

ICL-Router: In-Context Learned Model Representations for LLM Routing AAAI 2026

AutoAnoEval: Semantic-Aware Model Selection via Tree-Guided LLM Reasoning for Tabular Anomaly Detection EACL 2026

RoSE: Round-robin Synthetic Data Evaluation for Selecting LLM Generators without Human Test Sets EACL 2026

PSEO: Optimizing Post-hoc Stacking Ensemble Through Hyperparameter Tuning AAAI 2026

Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference EACL 2026

Realist and Pluralist Conceptions of Intelligence and Their Implications on AI Research AAAI 2026

Task-Aware Evaluation and Error-Overlap Analysis for Large Language Models IJCNLP 2025

RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing EMNLP 2025

MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation EMNLP 2025

Select-then-Route : Taxonomy guided Routing for LLMs EMNLP 2025

Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025

A Simple and Comprehensive Benchmark for Single-Cell Transcriptomics AAAI 2025

Shapley Consensus Deep Learning for Ensemble Pruning WACV 2025

Feature Space Perturbation: A Panacea to Enhanced Transferability Estimation WACV 2025

Determine the Number of States in Hidden Markov Models via Marginal Likelihood JMLR 2025

Towards Better Open-Ended Text Generation: A Multicriteria Evaluation Framework ACL 2025

IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory ACL 2025

Distribution Free Tests for Model Selection Based on Maximum Mean Discrepancy with Estimated Parameters JMLR 2025

Assessing Pre-Trained Models for Transfer Learning Through Distribution of Spectral Components AAAI 2025

A Realistic Protocol for Evaluation of Weakly Supervised Object Localization WACV 2025

Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types COLING 2025

Cross-Validated Off-Policy Evaluation AAAI 2025

STREAQ: Selective Tiered Routing for Effective and Affordable Contact Center Quality Assurance EMNLP 2025