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)

Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning ICLR 2025 SET: Spectral Enhancement for Tiny Object Detection CVPR 2025 Set-Valued Sensitivity Analysis of Deep Neural Networks AAAI 2025 SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders EMNLP 2025 Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late In Training ICLR 2025 Sharpness-aware Zeroth-order Optimization for Graph Transformers IJCAI 2025 Sheaf Discovery with Joint Computation Graph Pruning and Flexible Granularity EMNLP 2025 ShiftwiseConv: Small Convolutional Kernel with Large Kernel Effect CVPR 2025 ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers ICCV 2025 Simple ReFlow: Improved Techniques for Fast Flow Models ICLR 2025 Simplifying, Stabilizing and Scaling Continuous-time Consistency Models ICLR 2025 Single layer tiny Co4 outpaces GPT-2 and GPT-BERT EMNLP 2025 Singular Value Scaling: Efficient Generative Model Compression via Pruned Weights Refinement AAAI 2025 Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch CVPR 2025 Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching EMNLP 2025 Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping ICCV 2025 SLADE: Shielding against Dual Exploits in Large Vision-Language Models CVPR 2025 Slamming: Training a Speech Language Model on One GPU in a Day ACL 2025 Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025 SLoW: Select Low-frequency Words! Automatic Dictionary Selection for Translation on Large Language Models EMNLP 2025 SLVR: Super-Light Visual Reconstruction via Blueprint Controllable Convolutions and Exploring Feature Diversity Representation CVPR 2025 SMamba: Sparse Mamba for Event-based Object Detection AAAI 2025 Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference ACL 2025 Smarter, Not Harder: Training-Free Adaptive Computation for Transformers ACL 2025 SMEC:Rethinking Matryoshka Representation Learning for Retrieval Embedding Compression EMNLP 2025