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)

Bag of Tricks for Sparse Mixture-of-Experts: A Benchmark Across Reasoning, Efficiency, and Safety EMNLP 2025 Balanced Rate-Distortion Optimization in Learned Image Compression CVPR 2025 Balanced Sharpness-Aware Minimization for Imbalanced Regression ICCV 2025 Balcony: A Lightweight Approach to Dynamic Inference of Generative Language Models EMNLP 2025 Balls-and-Bins Sampling for DP-SGD AISTATS 2025 BAME: Block-Aware Mask Evolution for Efficient N:M Sparse Training ICML 2025 Bandit Based Attention Mechanism in Vision Transformers WACV 2025 Band-SCNet: A Causal, Lightweight Model for High-Performance Real-Time Music Source Separation Interspeech 2025 Basic Reading Distillation ACL 2025 BayesKD: Bayesian Knowledge Distillation for Compact LLMs in Constrained Fine-tuning Scenarios ACL 2025 BcQLM: Efficient Vision-Language Understanding with Distilled Q-Gated Cross-Modal Fusion EMNLP 2025 BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025 BEE: Metric-Adapted Explanations via Baseline Exploration-Exploitation AAAI 2025 Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey ACL 2025 BelarusianGLUE: Towards a Natural Language Understanding Benchmark for Belarusian ACL 2025 Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards EMNLP 2025 Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories ACL 2025 Benchmarking Long-Context Language Models on Long Code Understanding ACL 2025 Better Embeddings with Coupled Adam ACL 2025 Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models CoNLL 2025 Beyond A Single AI Cluster: A Survey of Decentralized LLM Training EMNLP 2025 Beyond Discretization: Learning the Optimal Solution Path AISTATS 2025 Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression EMNLP 2025 Beyond Fixed Length: Bucket Pre-training is All You Need IJCAI 2025 Beyond Hate Speech: NLP’s Challenges and Opportunities in Uncovering Dehumanizing Language EMNLP 2025