Optimization & Theory
7,804 papers (27 classified directly here)
Subtopics · a paper can sit in several, so these overlap
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)
Greed is All You Need: An Evaluation of Tokenizer Inference Methods
ACL 2024
Grokking in Linear Estimators -- A Solvable Model that Groks without Understanding
ICLR 2024
Group and Shuffle: Efficient Structured Orthogonal Parametrization
NeurIPS 2024
GSO-Net: Grid Surface Optimization via Learning Geometric Constraints
AAAI 2024
GTP-ViT: Efficient Vision Transformers via Graph-Based Token Propagation
WACV 2024
GuardBench: A Large-Scale Benchmark for Guardrail Models
EMNLP 2024
Guiding Neural Collapse: Optimising Towards the Nearest Simplex Equiangular Tight Frame
NeurIPS 2024
Harder Task Needs More Experts: Dynamic Routing in MoE Models
ACL 2024
Hardness of Learning Neural Networks under the Manifold Hypothesis
NeurIPS 2024
Harmonics of Learning: Universal Fourier Features Emerge in Invariant Networks
COLT 2024
Harnessing Manycore Processors with Distributed Memory for Accelerated Training of Sparse and Recurrent Models
AAAI 2024
Harnessing small projectors and multiple views for efficient vision pretraining
NeurIPS 2024
HDRFlow: Real-Time HDR Video Reconstruction with Large Motions
CVPR 2024
Hear You Say You: An Efficient Framework for Marine Mammal Sounds’ Classification
AAAI 2024
HEMM: Holistic Evaluation of Multimodal Foundation Models
NeurIPS 2024
HEPrune: Fast Private Training of Deep Neural Networks With Encrypted Data Pruning
NeurIPS 2024
Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning
NeurIPS 2024
Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models
EMNLP 2024
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification
ACL 2024
HiFT: A Hierarchical Full Parameter Fine-Tuning Strategy
EMNLP 2024
High Probability Convergence Bounds for Non-convex Stochastic Gradient Descent with Sub-Weibull Noise
JMLR 2024
HiRoPE: Length Extrapolation for Code Models Using Hierarchical Position
ACL 2024
Hollowed Net for On-Device Personalization of Text-to-Image Diffusion Models
NeurIPS 2024
Homology Consistency Constrained Efficient Tuning for Vision-Language Models
NeurIPS 2024
Hop, skip, jump to Convergence: Dynamics of Learning Rate Transitions for Improved Training of Large Language Models
EMNLP 2024