Optimization & Theory
7,804 papers (27 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
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12
6
16
9
25
48
45
60
94
150
295
436
675
803
1,010
944
1,346
1,352
463
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'25
Papers (including subtopics)
Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective
AAAI 2025
ViT-Linearizer: Distilling Quadratic Knowledge into Linear-Time Vision Models
ICCV 2025
VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service
ACL 2025
Vocabulary-level Memory Efficiency for Language Model Fine-tuning
NAACL 2025
VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers
AAAI 2025
VSCBench: Bridging the Gap in Vision-Language Model Safety Calibration
ACL 2025
VSSD: Vision Mamba with Non-Causal State Space Duality
ICCV 2025
Walk and Read Less: Improving the Efficiency of Vision-and-Language Navigation via Tuning-Free Multimodal Token Pruning
EMNLP 2025
Wanda++: Pruning Large Language Models via Regional Gradients
ACL 2025
Wasserstein Distance Constraint and Parameter Sparsification for Batched and Iterative Knowledge Editing
AAAI 2025
Waste-Bench: A Comprehensive Benchmark for Evaluating VLLMs in Cluttered Environments
EMNLP 2025
WaveLoss: An Adaptive Dynamic Loss for Deep Gait Recognition
AAAI 2025
WAVE: Weight Templates for Adaptive Initialization of Variable-sized Models
CVPR 2025
Weakest Link in the Chain: Security Vulnerabilities in Advanced Reasoning Models
ACL 2025
Weight-Aware Activation Sparsity with Constrained Bayesian Optimization Scheduling for Large Language Models
EMNLP 2025
Weights-Rotated Preference Optimization for Large Language Models
EMNLP 2025
“What do you call a dog that is incontrovertibly true? Dogma”: Testing LLM Generalization through Humor
ACL 2025
What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective
ACL 2025
When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs
EMNLP 2025
When LRP Diverges from Leave-One-Out in Transformers
EMNLP 2025
When Scale Meets Diversity: Evaluating Language Models on Fine-Grained Multilingual Claim Verification
ACL 2025
When the LM misunderstood the human chuckled: Analyzing garden path effects in humans and language models
ACL 2025
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning
EMNLP 2025
Where Are We? Evaluating LLM Performance on African Languages
ACL 2025
Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning
EMNLP 2025