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Papers
Understanding Reference Policies in Direct Preference Optimization
NAACL 2025
Variational Best-of-N Alignment
ICLR 2025
Weights-Rotated Preference Optimization for Large Language Models
EMNLP 2025
Well-Defined Function-Space Variational Inference in Bayesian Neural Networks via Regularized KL-Divergence
UAI 2025
A connection between Tempering and Entropic Mirror Descent
ICML 2024
Adversarial Distillation Based on Slack Matching and Attribution Region Alignment
CVPR 2024
Adversarially Balanced Representation for Continuous Treatment Effect Estimation
AAAI 2024
A Framework for Improving the Reliability of Black-box Variational Inference
JMLR 2024
Algorithms for mean-field variational inference via polyhedral optimization in the Wasserstein space
COLT 2024
Attribute Controlled Fine-tuning for Large Language Models: A Case Study on Detoxification
EMNLP 2024
Better-than-KL PAC-Bayes Bounds
COLT 2024
Boosting Vision-Language Models with Transduction
NeurIPS 2024
Catastrophic Goodhart: regularizing RLHF with KL divergence does not mitigate heavy-tailed reward misspecification
NeurIPS 2024
CGI-DM: Digital Copyright Authentication for Diffusion Models via Contrasting Gradient Inversion
CVPR 2024
Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound
NeurIPS 2024
Doubly Robust Instance-Reweighted Adversarial Training
ICLR 2024
Eliminating Biased Length Reliance of Direct Preference Optimization via Down-Sampled KL Divergence
EMNLP 2024
EnOF-SNN: Training Accurate Spiking Neural Networks via Enhancing the Output Feature
NeurIPS 2024
Fast parallel sampling under isoperimetry
COLT 2024
Generalization of Scaled Deep ResNets in the Mean-Field Regime
ICLR 2024
Globally Convergent Variational Inference
NeurIPS 2024
InterpreTabNet: Distilling Predictive Signals from Tabular Data by Salient Feature Interpretation
ICML 2024
Learning Exceptional Subgroups by End-to-End Maximizing KL-Divergence
ICML 2024
Logit Standardization in Knowledge Distillation
CVPR 2024
MINDE: Mutual Information Neural Diffusion Estimation
ICLR 2024