Optimization

Langevin Unlearning: A New Perspective of Noisy Gradient Descent for Machine Unlearning NeurIPS 2024 Language Model Decoding as Direct Metrics Optimization ICLR 2024 Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch ICML 2024 Language Models as Black-Box Optimizers for Vision-Language Models CVPR 2024 Large Language Models to Enhance Bayesian Optimization ICLR 2024 Large Scale Dataset Distillation with Domain Shift ICML 2024 Large-Scale Gaussian Processes via Alternating Projection AISTATS 2024 Large-Scale Non-convex Stochastic Constrained Distributionally Robust Optimization AAAI 2024 Large Stepsize Gradient Descent for Logistic Loss: Non-Monotonicity of the Loss Improves Optimization Efficiency COLT 2024 Large Stepsize Gradient Descent for Non-Homogeneous Two-Layer Networks: Margin Improvement and Fast Optimization NeurIPS 2024 Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning NeurIPS 2024 Latent Neural Operator for Solving Forward and Inverse PDE Problems NeurIPS 2024 Layer-Aware Analysis of Catastrophic Overfitting: Revealing the Pseudo-Robust Shortcut Dependency ICML 2024 Layered and Staged Monte Carlo Tree Search for SMT Strategy Synthesis IJCAI 2024 Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models EMNLP 2024 Layer-wise linear mode connectivity ICLR 2024 Layer-wise Regularized Dropout for Neural Language Models COLING 2024 LCOT: Linear Circular Optimal Transport ICLR 2024 LDB: An Efficient Latency Profiling Tool for Multithreaded Applications NSDI 2024 LEAD: Exploring Logit Space Evolution for Model Selection CVPR 2024 Learn and Don't Forget: Adding a New Language to ASR Foundation Models Interspeech 2024 Learning 1-Bit Tiny Object Detector with Discriminative Feature Refinement ICML 2024 Learning a Single Neuron Robustly to Distributional Shifts and Adversarial Label Noise NeurIPS 2024 Learning a Spiking Neural Network for Efficient Image Deraining IJCAI 2024 Learning-Augmented Approximation Algorithms for Maximum Cut and Related Problems NeurIPS 2024