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Methodology
← Optimization & Theory
Machine Learning
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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
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
T-SKM-Net: Trainable Neural Network Framework for Linear Constraint Satisfaction via Sampling Kaczmarz-Motzkin Method
AAAI 2026
SACO: Sequence-Aware Constrained Optimization Framework for Coupon Distribution in E-commerce
AAAI 2026
REACTION: Parameter-Efficient Learning for Recommendation
AAAI 2026
Rethinking Crystal Symmetry Prediction: A Decoupled Perspective
AAAI 2026
Counterfactual eXplainable AI (XAI) Method for Deep Learning-Based Multivariate Time Series Classification
AAAI 2026
Inferring Heterogeneous Private Valuations from Offline Market Data via Entropic Risk-Sensitive Utility Maximization
AAAI 2026
FT-NCFM: An Influence-Aware Data Distillation Framework for Efficient VLA Models
AAAI 2026
Just Few States Are Enough: Randomized Sparse Feedback for Stability of Dynamical Systems
AAAI 2026
Efficient Rule Induction by Ignoring Pointless Rules
AAAI 2026
Symmetry Breaking for Inductive Logic Programming
AAAI 2026
Towards Robust Edge Model Adaptation via Elastic Architecture Search
AAAI 2026
Towards Explainable Hate Speech Detection
ACL 2025
An Adaptive Parameter-free and Projection-free Restarting Level Set Method for Constrained Convex Optimization Under the Error Bound Condition
JMLR 2025
Low-Rank Interconnected Adaptation across Layers
ACL 2025
Decentralized Asynchronous Optimization with DADAO allows Decoupling and Acceleration
JMLR 2025
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach
ACL 2025
Automated Fine-Grained Mixture-of-Experts Quantization
ACL 2025
Learning Verified Safe Neural Network Controllers for Multi-Agent Path Finding
AAAI 2025
Length-Induced Embedding Collapse in PLM-based Models
ACL 2025
Streamlining the Collaborative Chain of Models into A Single Forward Pass in Generation-Based Tasks
ACL 2025
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