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

'15

'20

'25

Papers (including subtopics)

GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs ACL 2025 GigaGS: 3D Gaussian Based Planar Representation for Large-Scene Surface Reconstruction AAAI 2025 “Give Me BF16 or Give Me Death”? Accuracy-Performance Trade-Offs in LLM Quantization ACL 2025 GliaNet: Adaptive Neural Network Structure Learning with Glia-Driven CVPR 2025 GLIC: General Format Learned Image Compression AAAI 2025 Global Convergence in Neural ODEs: Impact of Activation Functions ICLR 2025 Global Convergence of Adjoint-Optimized Neural PDEs JMLR 2025 Global curvature for second-order optimization of neural networks ICML 2025 Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025 Gradient descent with generalized Newton’s method ICLR 2025 Gradient Short-Circuit: Efficient Out-of-Distribution Detection via Feature Intervention ICCV 2025 Gradient Weight-normalized Low-rank Projection for Efficient LLM Training AAAI 2025 GradQ-ViT: Robust and Efficient Gradient Quantization for Vision Transformers AAAI 2025 Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training AAAI 2025 GraphKV: Breaking the Static Selection Paradigm with Graph-Based KV Cache Eviction EMNLP 2025 Graph Mediator Networks Bridging Local and Global Semantics via Serial Message Passing ACML 2025 Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt. Generation for Enhanced LLM Content Moderation ACL 2025 Graph Segmentation and Contrastive Enhanced Explainer for Graph Neural Networks AAAI 2025 GRASP: Replace Redundant Layers with Adaptive Singular Parameters for Efficient Model Compression EMNLP 2025 GRICP: Granular-Ball Iterative Closest Point with Multikernel Correntropy for Point Cloud Fine Registration AAAI 2025 GS-2DGS: Geometrically Supervised 2DGS for Reflective Object Reconstruction CVPR 2025 GT-Mean Loss: A Simple Yet Effective Solution for Brightness Mismatch in Low-Light Image Enhancement ICCV 2025 Guardrails and Security for LLMs: Safe, Secure and Controllable Steering of LLM Applications ACL 2025 GuideBench: Benchmarking Domain-Oriented Guideline Following for LLM Agents ACL 2025 Guided and Variance-Corrected Fusion with One-shot Style Alignment for Large-Content Image Generation AAAI 2025