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Optimization

341 directly classified papers

Papers per year

Papers

DP-AdamBC: Your DP-Adam Is Actually DP-SGD (Unless You Apply Bias Correction) AAAI 2024
Centroid-Based Efficient Minimum Bayes Risk Decoding ACL 2024
Sample-and-Bound for Non-convex Optimization AAAI 2024
Learning-Augmented Approximation Algorithms for Maximum Cut and Related Problems NIPS 2024
Investigation into Training Dynamics of Learned Optimizers (Student Abstract) AAAI 2024
InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization CVPR 2024
Runtime Analysis of the (μ + 1) GA: Provable Speed-Ups from Strong Drift towards Diverse Populations AAAI 2024
Prompting Hard or Hardly Prompting: Prompt Inversion for Text-to-Image Diffusion Models CVPR 2024
Threshold-Based Responsive Simulated Annealing for Directed Feedback Vertex Set Problem AAAI 2024
Offline and Online Optical Flow Enhancement for Deep Video Compression AAAI 2024
Materials Discovery using Max K-Armed Bandit JMLR 2024
Inevitable Trade-off between Watermark Strength and Speculative Sampling Efficiency for Language Models NIPS 2024
LPZero: Language Model Zero-cost Proxy Search from Zero EMNLP 2024
A Thorough Examination of Decoding Methods in the Era of LLMs EMNLP 2024
A Training Data Recipe to Accelerate A* Search with Language Models EMNLP 2024
Dual-Phase Accelerated Prompt Optimization EMNLP 2024
Solving Satisfiability Modulo Counting for Symbolic and Statistical AI Integration with Provable Guarantees AAAI 2024
Decision-Making for Land Conservation: A Derivative-Free Optimization Framework with Nonlinear Inputs AAAI 2024
No-Regret Algorithms for Safe Bayesian Optimization with Monotonicity Constraints AISTATS 2024
BAPO: Base-Anchored Preference Optimization for Overcoming Forgetting in Large Language Models Personalization EMNLP 2024
Word Alignment as Preference for Machine Translation EMNLP 2024
Hop, skip, jump to Convergence: Dynamics of Learning Rate Transitions for Improved Training of Large Language Models EMNLP 2024
Theoretical and Empirical Analysis of Cost-Function Merging for Implicit Hitting Set WCSP Solving AAAI 2024
On Partial Optimal Transport: Revising the Infeasibility of Sinkhorn and Efficient Gradient Methods AAAI 2024
Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD NIPS 2024