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Papers
A Faster Path to Continual Learning
CVPR 2026
Chebyshev polynomials meet Nevanlinna-Pick interpolation: An automated procedure for algorithm synthesis
L4DC 2026
Data-Driven Performance Guarantees for Classical and Learned Optimizers
JMLR 2025
Discriminative Finetuning of Generative Large Language Models without Reward Models and Human Preference Data
ICML 2025
Efficient Universal Goal Hijacking with Semantics-guided Prompt Organization
ACL 2025
From Learning to Optimize to Learning Optimization Algorithms
AISTATS 2025
Learning-to-Optimize with PAC-Bayesian Guarantees: Theoretical Considerations and Practical Implementation
JMLR 2025
Matrix-Free Shared Intrinsics Bundle Adjustment
CVPR 2025
MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines
ICML 2025
SOAP: Improving and Stabilizing Shampoo using Adam for Language Modeling
ICLR 2025
Towards Understanding Gradient Dynamics of the Sliced-Wasserstein Distance via Critical Point Analysis
ICML 2025
Witty: An Efficient Solver for Computing Minimum-Size Decision Trees
AAAI 2025
A data-driven model of acoustic speech intelligibility for optimization-based models of speech production
Interspeech 2024
FOSI: Hybrid First and Second Order Optimization
ICLR 2024
Generalized Eigenvalue Problems with Generative Priors
NeurIPS 2024
Hyperparameter-Free Approach for Faster Minimum Bayes Risk Decoding
ACL 2024
IPM-LSTM: A Learning-Based Interior Point Method for Solving Nonlinear Programs
NeurIPS 2024
Learning to Warm-Start Fixed-Point Optimization Algorithms
JMLR 2024
Linear Transformers are Versatile In-Context Learners
NeurIPS 2024
Maximizing the Success Probability of Policy Allocations in Online Systems
AAAI 2024
On the Power of Small-size Graph Neural Networks for Linear Programming
NeurIPS 2024
Optimal and Approximate Adaptive Stochastic Quantization
NeurIPS 2024
Optimal Top-Two Method for Best Arm Identification and Fluid Analysis
NeurIPS 2024
Private Geometric Median
NeurIPS 2024
Refining rtMRI Landmark-Based Vocal Tract Contour Labels with FCN-Based Smoothing and Point-to-Curve Projection
COLING 2024