conftrace_

Optimization & Theory

7,804 papers (27 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Optimization (1,960) Model Compression (1,896) Efficient Computing (1,780) Theory (1,239) Neural Network Optimization (1,004) Evaluation (533) Regularization (177) Loss Functions (157) Interpretability (128) Stochastic Methods (119) Generalization (115) Sparse Optimization (25)

Papers per year

8

7

12

6

16

9

25

48

45

60

94

150

295

436

675

803

1,010

944

1,346

1,352

463

'10

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'25

Papers (including subtopics)

Dynamic Adapter Meets Prompt Tuning: Parameter-Efficient Transfer Learning for Point Cloud Analysis CVPR 2024 Dynamic Neural Regeneration: Enhancing Deep Learning Generalization on Small Datasets NeurIPS 2024 Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLMs ICLR 2024 E2-LLM: Efficient and Extreme Length Extension of Large Language Models ACL 2024 EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees EMNLP 2024 ECLipsE: Efficient Compositional Lipschitz Constant Estimation for Deep Neural Networks NeurIPS 2024 EconNLI: Evaluating Large Language Models on Economics Reasoning ACL 2024 EControl: Fast Distributed Optimization with Compression and Error Control ICLR 2024 Effective In-Context Example Selection through Data Compression ACL 2024 Effect of Ambient-Intrinsic Dimension Gap on Adversarial Vulnerability AISTATS 2024 Efficient Backpropagation with Variance Controlled Adaptive Sampling ICLR 2024 Efficient Error Certification for Physics-Informed Neural Networks ICML 2024 Efficient k-Nearest-Neighbor Machine Translation with Dynamic Retrieval ACL 2024 Efficient Large Multi-modal Models via Visual Context Compression NeurIPS 2024 Efficient Lifelong Model Evaluation in an Era of Rapid Progress NeurIPS 2024 Efficient Lightweight Image Denoising with Triple Attention Transformer AAAI 2024 Efficient Look-Up Table from Expanded Convolutional Network for Accelerating Image Super-resolution AAAI 2024 Efficient Low-Dimensional Compression of Overparameterized Models AISTATS 2024 Efficiently Computing Susceptibility to Context in Language Models EMNLP 2024 Efficiently Learning One-Hidden-Layer ReLU Networks via SchurPolynomials COLT 2024 Efficient Modulation for Vision Networks ICLR 2024 Efficient Multitask Dense Predictor via Binarization CVPR 2024 Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters NeurIPS 2024 Efficient Reinforcement Learning by Discovering Neural Pathways NeurIPS 2024 Efficient Sharpness-Aware Minimization for Molecular Graph Transformer Models ICLR 2024