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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
ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning
ICCV 2025
Deep Adaptive Unfolded Network via Spatial Morphology Stripping and Spectral Filtration for Pan-sharpening
ICCV 2025
To Label or Not to Label: PALM - A Predictive Model for Evaluating Sample Efficiency in Active Learning Models
ICCV 2025
StreamDiffusion: A Pipeline-level Solution for Real-Time Interactive Generation
ICCV 2025
FedAGC: Federated Continual Learning with Asymmetric Gradient Correction
ICCV 2025
PoseAnchor: Robust Root Position Estimation for 3D Human Pose Estimation
ICCV 2025
Mitigating Catastrophic Overfitting in Fast Adversarial Training via Label Information Elimination
ICCV 2025
Scheduling Weight Transitions for Quantization-Aware Training
ICCV 2025
SAMO: A Lightweight Sharpness-Aware Approach for Multi-Task Optimization with Joint Global-Local Perturbation
ICCV 2025
PVMamba: Parallelizing Vision Mamba via Dynamic State Aggregation
ICCV 2025
Boosting Multimodal Learning via Disentangled Gradient Learning
ICCV 2025
Improved Noise Schedule for Diffusion Training
ICCV 2025
Uncertainty-Aware Contrastive Decoding
ACL 2025
Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval
ACL 2025
Adapting LLMs for Minimal-edit Grammatical Error Correction
ACL 2025
LLM-based post-editing as reference-free GEC evaluation
ACL 2025
Quality-Aware Decoding: Unifying Quality Estimation and Decoding
ACL 2025
Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates
ACL 2025
Empirical Evaluation of Loss Masking to Selectively Prevent Memorization
ACL 2025
From Teacher to Student: Tracking Memorization Through Model Distillation
ACL 2025
RedHit: Adaptive Red-Teaming of Large Language Models via Search, Reasoning, and Preference Optimization
ACL 2025
NLP-Cimat at SemEval-2025 Task 11: Prompt Optimization for LLMs via Genetic Algorithms and Systematic Mutation applied on Emotion Detection
ACL 2025
Aerodynamic Coefficients Prediction via Cross-Attention Fusion and Physical-Informed Training
AAAI 2025
PScalpel: A Machine Learning-based Guider for Protein Phase-Separating Behaviour Alteration
AAAI 2025
Number Theoretic Accelerated Learning of Physics-Informed Neural Networks
AAAI 2025
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