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Optimization

14,983 papers

Papers per year

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Papers

SLED: Self Logits Evolution Decoding for Improving Factuality in Large Language Models NIPS 2024
Self-Refining Diffusion Samplers: Enabling Parallelization via Parareal Iterations NIPS 2024
UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems NIPS 2024
Interpretable Lightweight Transformer via Unrolling of Learned Graph Smoothness Priors NIPS 2024
Sketching for Distributed Deep Learning: A Sharper Analysis NIPS 2024
On $f$-Divergence Principled Domain Adaptation: An Improved Framework NIPS 2024
Learning diffusion at lightspeed NIPS 2024
Rethinking Imbalance in Image Super-Resolution for Efficient Inference NIPS 2024
Learning to be Smooth: An End-to-End Differentiable Particle Smoother NIPS 2024
Make Continual Learning Stronger via C-Flat NIPS 2024
MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models NIPS 2024
In-Context Learning State Vector with Inner and Momentum Optimization NIPS 2024
Incorporating Surrogate Gradient Norm to Improve Offline Optimization Techniques NIPS 2024
Revisiting Adversarial Patches for Designing Camera-Agnostic Attacks against Person Detection NIPS 2024
Localized Adaptive Risk Control NIPS 2024
Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis NIPS 2024
A Simple and Adaptive Learning Rate for FTRL in Online Learning with Minimax Regret of $\Theta(T^{2/3})$ and its Application to Best-of-Both-Worlds NIPS 2024
Beyond Primal-Dual Methods in Bandits with Stochastic and Adversarial Constraints NIPS 2024
Stochastic Optimization Schemes for Performative Prediction with Nonconvex Loss NIPS 2024
Near-Optimal Streaming Heavy-Tailed Statistical Estimation with Clipped SGD NIPS 2024
Improving Deep Learning Optimization through Constrained Parameter Regularization NIPS 2024
HydraLoRA: An Asymmetric LoRA Architecture for Efficient Fine-Tuning NIPS 2024
Graph Diffusion Policy Optimization NIPS 2024
The Road Less Scheduled NIPS 2024
Spiking Transformer with Experts Mixture NIPS 2024