Optimization

Likelihood-based Mitigation of Evaluation Bias in Large Language Models ACL 2024 Limited Memory Online Gradient Descent for Kernelized Pairwise Learning with Dynamic Averaging AAAI 2024 Limited Query Graph Connectivity Test AAAI 2024 Linear Alignment: A Closed-form Solution for Aligning Human Preferences without Tuning and Feedback ICML 2024 Linear Convergence of Black-Box Variational Inference: Should We Stick the Landing? AISTATS 2024 Linear Distance Metric Learning with Noisy Labels JMLR 2024 Linear Transformers are Versatile In-Context Learners NeurIPS 2024 Lion Secretly Solves a Constrained Optimization: As Lyapunov Predicts ICLR 2024 Liouville Flow Importance Sampler ICML 2024 LIRE: listwise reward enhancement for preference alignment ACL 2024 LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning NeurIPS 2024 Lisa: Lazy Safety Alignment for Large Language Models against Harmful Fine-tuning Attack NeurIPS 2024 LitE-SNN: Designing Lightweight and Efficient Spiking Neural Network through Spatial-Temporal Compressive Network Search and Joint Optimization IJCAI 2024 LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models ACL 2024 LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery ICML 2024 LLM-AutoDA: Large Language Model-Driven Automatic Data Augmentation for Long-tailed Problems NeurIPS 2024 LLM Comparative Assessment: Zero-shot NLG Evaluation through Pairwise Comparisons using Large Language Models EACL 2024 LLM Performance Predictors are good initializers for Architecture Search ACL 2024 LLM-QAT: Data-Free Quantization Aware Training for Large Language Models ACL 2024 LLMRefine: Pinpointing and Refining Large Language Models via Fine-Grained Actionable Feedback NAACL 2024 Load is not what you should balance: Introducing Prequal NSDI 2024 Local and Adaptive Mirror Descents in Extensive-Form Games NeurIPS 2024 Local and Global Decoding in Text Generation EMNLP 2024 Local Composite Saddle Point Optimization ICLR 2024 Localized Adaptive Risk Control NeurIPS 2024