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Methodology
← Optimization & Theory
Machine Learning
›
Optimization & Theory
›
Optimization
14207 directly classified papers
Papers per year
2001: 10
2002: 9
2003: 16
2004: 6
2005: 16
2006: 58
2007: 67
2008: 72
2009: 84
2010: 106
2011: 132
2012: 164
2013: 333
2014: 295
2015: 310
2016: 380
2017: 509
2018: 669
2019: 1072
2020: 1217
2021: 1489
2022: 1470
2023: 1746
2024: 1819
2025: 1567
2026: 591
Papers
How to Efficiently Explore Noisy Historical Data? Leveraging Corpus Pre-Targeting to Enhance Graph-based RAG
EACL 2026
Improving Dialect Robustness in Large Language Models via LoRA and Mixture-of-Experts
EACL 2026
Joint Multimodal Preference Optimization for Fine-Grained Visual-Textual Alignment
EACL 2026
RB-LoRA: Rank-Balanced Aggregation for Low-Rank Adaptation with Federated Fine-Tuning
EACL 2026
Crafting Adversarial Inputs for Large Vision-Language Models Using Black-Box Optimization
EACL 2026
Benchmarking the Energy Savings with Speculative Decoding Strategies
EACL 2026
Acceleration of Backpropagation in Linear Layers of Transformer Models Based on Gradient Structure
EACL 2026
Unsupervised Text Style Transfer for Controllable Intensity
EACL 2026
Optimizer Choice and Calibration for QARiB on Arabic-Script Social Media Offensive Language Detection
EACL 2026
Take It All: Ensemble Retrieval for Multimodal Evidence Aggregation
EACL 2026
Learning to Ideate for Machine Learning Engineering Agents
EACL 2026
ReBPE: Iteratively Improving the Internal Structure of a Structured Tokeniser by Mining its Internal Structure
EACL 2026
Poisoned Distillation: Injecting Backdoors into Distilled Datasets Without Raw Data Access
AAAI 2026
HGATSolver: A Heterogeneous Graph Attention Solver for Fluid–Structure Interaction
AAAI 2026
Parallel Training Time-to-First-Spike Spiking Neural Networks
AAAI 2026
DS-ATGO: Dual-Stage Synergistic Learning via Forward Adaptive Threshold and Backward Gradient Optimization for Spiking Neural Networks
AAAI 2026
SpikCommander: A High-performance Spiking Transformer with Multi-view Learning for Efficient Speech Command Recognition
AAAI 2026
Training-Free ANN-to-SNN Conversion for High-Performance Spiking Transformers
AAAI 2026
Breaking Measurement Barriers: From Compressed Sensing to Deep Reconstruction
AAAI 2026
Auxiliary Gene Learning: Spatial Gene Expression Estimation by Auxiliary Gene Selection
AAAI 2026
Prompting Adversarial Transferability via Path Flatness Attack
AAAI 2026
Improving the Convergence Rate of Ray Search Optimization for Query-Efficient Hard-Label Attacks
AAAI 2026
Constrained Molecule Generation Modelled Using the Grammar Constraint
AAAI 2026
Cubing for Tuning
AAAI 2026
Bootstrapping LLMs via Preference-Based Policy Optimization
AAAI 2026
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