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)

StructEval: Deepen and Broaden Large Language Model Assessment via Structured Evaluation ACL 2024 Structured Gradient-based Interpretations via Norm-Regularized Adversarial Training CVPR 2024 Structured Inverse-Free Natural Gradient Descent: Memory-Efficient & Numerically-Stable KFAC ICML 2024 Structured Optimal Brain Pruning for Large Language Models EMNLP 2024 Structured Unrestricted-Rank Matrices for Parameter Efficient Finetuning NeurIPS 2024 SUPER: Evaluating Agents on Setting Up and Executing Tasks from Research Repositories EMNLP 2024 SURE: SUrvey REcipes for building reliable and robust deep networks CVPR 2024 Surgical Feature-Space Decomposition of LLMs: Why, When and How? ACL 2024 SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification AISTATS 2024 SVDinsTN: A Tensor Network Paradigm for Efficient Structure Search from Regularized Modeling Perspective CVPR 2024 SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors NeurIPS 2024 SwapMoE: Serving Off-the-shelf MoE-based Large Language Models with Tunable Memory Budget ACL 2024 SwiftPillars: High-Efficiency Pillar Encoder for Lidar-Based 3D Detection AAAI 2024 Swift Sampler: Efficient Learning of Sampler by 10 Parameters NeurIPS 2024 SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention NeurIPS 2024 Symmetric Dot-Product Attention for Efficient Training of BERT Language Models ACL 2024 Symmetries in Overparametrized Neural Networks: A Mean Field View NeurIPS 2024 Symmetry-Informed Governing Equation Discovery NeurIPS 2024 Synthesize Diagnose and Optimize: Towards Fine-Grained Vision-Language Understanding CVPR 2024 Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks NeurIPS 2024 Taming Binarized Neural Networks and Mixed-Integer Programs AAAI 2024 Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs NeurIPS 2024 Taming Nonconvex Stochastic Mirror Descent with General Bregman Divergence AISTATS 2024 Task-Aware Encoder Control for Deep Video Compression CVPR 2024 Task-Driven Wavelets using Constrained Empirical Risk Minimization CVPR 2024