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← Optimization & Theory
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Optimization & Theory
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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
Data-Driven Loss Functions for Inference-Time Optimization in Text-to-Image
WACV 2026
DETONATE – A Benchmark for Text-to-Image Alignment and Kernelized Direct Preference Optimization
AAAI 2026
RB-LoRA: Rank-Balanced Aggregation for Low-Rank Adaptation with Federated Fine-Tuning
EACL 2026
FLAT-LLM: Fine-grained Low-rank Activation Space Transformation for Large Language Model Compression
EACL 2026
PromptFE: Automated Feature Engineering by Prompting
EACL 2026
DynaGSLAM: Real-Time Gaussian-Splatting SLAM for Online Rendering, Tracking, Motion Predictions of Moving Objects in Dynamic Scenes
WACV 2026
Acceleration of Backpropagation in Linear Layers of Transformer Models Based on Gradient Structure
EACL 2026
Distill and Align Decomposition for Enhanced Claim Verification
EACL 2026
POaaS: Minimal-Edit Prompt Optimization as a Service to Lift Accuracy and Cut Hallucinations on On-Device sLLMs
EACL 2026
How to Efficiently Explore Noisy Historical Data? Leveraging Corpus Pre-Targeting to Enhance Graph-based RAG
EACL 2026
Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning
EACL 2026
Look Before You Leap: A Lookahead Reasoning Quality Gate for Speculative Decoding
EACL 2026
Benchmarking the Energy Savings with Speculative Decoding Strategies
EACL 2026
Data-Driven Lipschitz Continuity: A Cost-Effective Approach to Improve Adversarial Robustness
WACV 2026
Improving Dialect Robustness in Large Language Models via LoRA and Mixture-of-Experts
EACL 2026
Detection-Driven Object Count Optimization for Text-to-Image Diffusion Models
WACV 2026
Prompt-OT: An Optimal Transport Regularization Paradigm for Knowledge Preservation in Vision-Language Model Adaptation
WACV 2026
SOLAR: Switchable Output Layer for Accuracy and Robustness in Once-for-All Training
WACV 2026
JOCA: Task-Driven Joint Optimisation of Camera Hardware and Adaptive Camera Control Algorithms
WACV 2026
Early-Exit and Instant Confidence Translation Quality Estimation
EACL 2026
ODEt(ODEl): Shortcutting the Time and the Length in Diffusion and Flow Models for Faster Sampling
WACV 2026
ReBPE: Iteratively Improving the Internal Structure of a Structured Tokeniser by Mining its Internal Structure
EACL 2026
Thinking Long, but Short: Stable Sequential Test-Time Scaling for Large Reasoning Models
EACL 2026
Diffusion Language Model Inference with Monte Carlo Tree Search
EACL 2026
IRPO: Implicit Policy Regularized Preference Optimization
EACL 2026
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