model selection

AutoML Meets Hugging Face: Domain-Aware Pretrained Model Selection for Text Classification NAACL 2025 Bel Esprit: Multi-Agent Framework for Building AI Model Pipelines ACL 2025 Capability Instruction Tuning AAAI 2025 Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine AAAI 2025 Consensus-Driven Active Model Selection ICCV 2025 Cross-Validated Off-Policy Evaluation AAAI 2025 Cross Validation for Correlated Data in Classification Models AISTATS 2025 Determine the Number of States in Hidden Markov Models via Marginal Likelihood JMLR 2025 Distribution Free Tests for Model Selection Based on Maximum Mean Discrepancy with Estimated Parameters JMLR 2025 Do Before You Judge: Self-Reference as a Pathway to Better LLM Evaluation EMNLP 2025 Do Prevalent Bias Metrics Capture Allocational Harms from LLMs? NAACL 2025 Feature Space Perturbation: A Panacea to Enhanced Transferability Estimation WACV 2025 Few-Class Arena: A Benchmark for Efficient Selection of Vision Models and Dataset Difficulty Measurement ICLR 2025 Firewall Routing: Blocking Leads to Better Hybrid Inference for LLMs EMNLP 2025 From an LLM Swarm to a PDDL-empowered Hive: Planning Self-executed Instructions in a Multi-modal Jungle ICLR 2025 GraphRouter: A Graph-based Router for LLM Selections ICLR 2025 Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types COLING 2025 Hot-pluggable Federated Learning: Bridging General and Personalized FL via Dynamic Selection ICLR 2025 In-Domain African Languages Translation Using LLMs and Multi-armed Bandits ACL 2025 Instability in Downstream Task Performance During LLM Pretraining EMNLP 2025 IPR: Intelligent Prompt Routing with User-Controlled Quality-Cost Trade-offs EMNLP 2025 IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory ACL 2025 MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation EMNLP 2025 MixLLM: Dynamic Routing in Mixed Large Language Models NAACL 2025 Model selection for behavioral learning data and applications to contextual bandits AISTATS 2025