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Papers
From Bayes’ Rule to Bayes Rules: Information Processing, Bayes’ Theorem, and Imprecise Probabilities
UAI 2026
GR-Gauge: Cost-efficient Training Configuration By Gauging the Gradient Redundancy
CVPR 2026
Optimizer Choice and Calibration for QARiB on Arabic-Script Social Media Offensive Language Detection
EACL 2026
The Sample Complexity of Parameter-Free Stochastic Convex Optimization
JMLR 2026
Adam-mini: Use Fewer Learning Rates To Gain More
ICLR 2025
ALRMR-GEC: Adjusting Learning Rate Based on Memory Rate to Optimize the Edit Scorer for Grammatical Error Correction
AAAI 2025
Beyond Zero Initialization: Investigating the Impact of Non-Zero Initialization on LoRA Fine-Tuning Dynamics
ICML 2025
Data-dependent Bounds with T-Optimal Best-of-Both-Worlds Guarantees in Multi-Armed Bandits using Stability-Penalty Matching
COLT 2025
Deconstructing What Makes a Good Optimizer for Autoregressive Language Models
ICLR 2025
Deep Weight Factorization: Sparse Learning Through the Lens of Artificial Symmetries
ICLR 2025
Dynamical phases of short-term memory mechanisms in RNNs
ICML 2025
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult
JMLR 2025
Gradient descent with generalized Newton’s method
ICLR 2025
HVAdam: A Full-Dimension Adaptive Optimizer
AAAI 2025
Increasing Batch Size Improves Convergence of Stochastic Gradient Descent with Momentum
ACML 2025
Kernel-based L_2-Boosting with Structure Constraints
JMLR 2025
Large Learning Rates Simultaneously Achieve Robustness to Spurious Correlations and Compressibility
ICCV 2025
Learning Is Not A Race: Improving Retrieval in Language Models via Equal Learning
EMNLP 2025
MetaOptimize: A Framework for Optimizing Step Sizes and Other Meta-parameters
ICML 2025
Revisiting Learning Rate Control
AutoML 2025
Scaling Optimal LR Across Token Horizons
ICLR 2025
Stabilizing Sharpness-Aware Minimization Through A Simple Renormalization Strategy
JMLR 2025
Taking a Big Step: Large Learning Rates in Denoising Score Matching Prevent Memorization
COLT 2025
Taming LLMs with Gradient Grouping
ACL 2025
Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and Optimization
IJCAI 2025