Optimization

Is Best-of-N the Best of Them? Coverage, Scaling, and Optimality in Inference-Time Alignment ICML 2025 ITERATE: Image-Text Enhancement, Retrieval, and Alignment for Transmodal Evolution with LLMs COLING 2025 Iterative Label Refinement Matters More than Preference Optimization under Weak Supervision ICLR 2025 Iterative Monte Carlo Tree Search for Neural Architecture Search AutoML 2025 Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning ICLR 2025 Iterative Vectors: In-Context Gradient Steering without Backpropagation ICML 2025 IterIS: Iterative Inference-Solving Alignment for LoRA Merging CVPR 2025 It’s My Data Too: Private ML for Datasets with Multi-User Training Examples ICML 2025 Jackpot: Approximating Uncertainty Domains with Adversarial Manifolds JMLR 2025 Jamba: Hybrid Transformer-Mamba Language Models ICLR 2025 Joint Graph Rewiring and Feature Denoising via Spectral Resonance ICLR 2025 Joint Learning of Energy-based Models and their Partition Function ICML 2025 Joint-Perturbation Simultaneous Pseudo-Gradient IJCAI 2025 Joint Self-Supervised Video Alignment and Action Segmentation ICCV 2025 Joint State and Noise Covariance Estimation RSS 2025 Joker: Joint Optimization Framework for Lightweight Kernel Machines ICML 2025 JoPA: Explaining Large Language Model’s Generation via Joint Prompt Attribution ACL 2025 Jump Your Steps: Optimizing Sampling Schedule of Discrete Diffusion Models ICLR 2025 KaFT: Knowledge-aware Fine-tuning for Boosting LLMs’ Domain-specific Question-Answering Performance ACL 2025 Kamino: Efficient VM Allocation at Scale with Latency-Driven Cache-Aware Scheduling OSDI 2025 KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models ICLR 2025 K-Buffers: A Plug-in Method for Enhancing Neural Fields with Multiple Buffers IJCAI 2025 Kernel Learning for Sample Constrained Black-Box Optimization AAAI 2025 Kernel Representation Learning for Time Sequence: Algorithm, Theory, and Applications AAAI 2025 KGCRR: An Effective Metric-Driven Knowledge Graph Completion Framework by Designing a Novel Upper Bound Function with Adaptive Approximation to Reciprocal Rank AAAI 2025