Optimization

Fundamental Limits of Prompt Tuning Transformers: Universality, Capacity and Efficiency ICLR 2025 Fusing Reward and Dueling Feedback in Stochastic Bandits ICML 2025 FusionBench: A Unified Library and Comprehensive Benchmark for Deep Model Fusion JMLR 2025 FuzzAug: Data Augmentation by Coverage-guided Fuzzing for Neural Test Generation EMNLP 2025 G2D: Boosting Multimodal Learning with Gradient-Guided Distillation ICCV 2025 G2: Guided Generation for Enhanced Output Diversity in LLMs EMNLP 2025 G-Adaptivity: optimised graph-based mesh relocation for finite element methods ICML 2025 Gain Tuning Is Not What You Need: Reward Gain Adaptation for Constrained Locomotion Learning RSS 2025 GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025 Gap-Dependent Bounds for Federated Q-Learning ICML 2025 GARLIC: GPT-Augmented Reinforcement Learning with Intelligent Control for Vehicle Dispatching AAAI 2025 GAS: Generative Activation-Aided Asynchronous Split Federated Learning AAAI 2025 GATEAU: Selecting Influential Samples for Long Context Alignment EMNLP 2025 GaussianReg: Rapid 2D/3D Registration for Emergency Surgery via Explicit 3D Modeling with Gaussian Primitives ICCV 2025 GaussianSpa: An "Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting CVPR 2025 gec-metrics: A Unified Library for Grammatical Error Correction Evaluation ACL 2025 GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems EMNLP 2025 GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-Time Alignment ICLR 2025 GenDLN: Evolutionary Algorithm-Based Stacked LLM Framework for Joint Prompt Optimization ACL 2025 General framework for online-to-nonconvex conversion: Schedule-free SGD is also effective for nonconvex optimization ICML 2025 Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks ICML 2025 Generalized additive models via direct optimization of regularized decision stump forests ICML 2025 Generalized Dimension Reduction Using Semi-Relaxed Gromov-Wasserstein Distance AAAI 2025 Generalized Random Forests Using Fixed-Point Trees ICML 2025 Generalized Smooth Bilevel Optimization with Nonconvex Lower-Level ICML 2025