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)

From Gradient Clipping to Normalization for Heavy Tailed SGD AISTATS 2025 From Parameters to Performance: A Data-Driven Study on LLM Structure and Development EMNLP 2025 From PEFT to DEFT: Parameter Efficient Finetuning for Reducing Activation Density in Transformers AAAI 2025 From Sharpness to Better Generalization for Speech Deepfake Detection Interspeech 2025 From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models EMNLP 2025 FrontierScience Bench: Evaluating AI Research Capabilities in LLMs ACL 2025 FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling ACL 2025 FSTA-SNN:Frequency-Based Spatial-Temporal Attention Module for Spiking Neural Networks AAAI 2025 FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025 Fusing Pruned and Backdoored Models: Optimal Transport-based Data-free Backdoor Mitigation AAAI 2025 Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff ACL 2025 FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization ICCV 2025 Gamma-Guard: Lightweight Residual Adapters for Robust Guardrails in Large Language Models EMNLP 2025 GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025 Gaussian Smoothing in Saliency Maps: The Stability-Fidelity Trade-Off in Neural Network Interpretability AISTATS 2025 GCG-Based Artificial Languages for Evaluating Inductive Biases of Neural Language Models CoNLL 2025 Gen3DEval: Using vLLMs for Automatic Evaluation of Generated 3D Objects CVPR 2025 Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models ACL 2025 Generalization of Graph Neural Networks Is Robust to Model Mismatch AAAI 2025 Generalized Tensor-based Parameter-Efficient Fine-Tuning via Lie Group Transformations ICCV 2025 Generating, Fast and Slow: Scalable Parallel Video Generation with Video Interface Networks ICCV 2025 GenPTQ: Green Post-Training Quantization for Large-Scale ASR Models with Mixed-Precision Bit Allocation EMNLP 2025 GeoAggregator: An Efficient Transformer Model for Geo-Spatial Tabular Data AAAI 2025 Get rid of your constraints and reparametrize: A study in NNLS and implicit bias AISTATS 2025 GIF: Generative Inspiration for Face Recognition at Scale CVPR 2025