Application Areas
34,437 papers (4 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Domain Adaptation (9,897)
Efficient Computing (8,226)
Data Augmentation (3,648)
Fairness (3,574)
Knowledge Distillation (3,219)
Privacy (3,022)
Domain Generalization (1,972)
Model Compression (1,736)
Risk Management (1,119)
Model Merging (592)
Recommender Systems (343)
Information Retrieval (249)
Text Classification (144)
Text Processing (2)
Papers per year
1
3
5
5
4
19
24
28
26
35
42
55
142
116
147
330
517
1,020
1,828
2,498
3,411
3,854
5,063
6,422
7,176
1,666
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation
ACL 2025
SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task
COLING 2025
Synthetic continued pretraining
ICLR 2025
Synthetic Data for Evaluation: Supporting LLM-as-a-Judge Workflows with EvalAssist
EMNLP 2025
Synthetic Data in the Era of Large Language Models
ACL 2025
Synthetic Data is an Elegant GIFT for Continual Vision-Language Models
CVPR 2025
Synthetic Lyrics Detection Across Languages and Genres
NAACL 2025
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class
AAAI 2025
Synthetic-to-Real Self-supervised Robust Depth Estimation via Learning with Motion and Structure Priors
CVPR 2025
Synthetic Visual Genome
CVPR 2025
Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data
ICLR 2025
Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text
EMNLP 2025
SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains
EMNLP 2025
Syntriever: How to Train Your Retriever with Synthetic Data from LLMs
NAACL 2025
Systematic Knowledge Injection into Large Language Models via Diverse Augmentation for Domain-Specific RAG
NAACL 2025
Systematic Outliers in Large Language Models
ICLR 2025
T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation
CVPR 2025
T2V-Turbo-v2: Enhancing Video Model Post-Training through Data, Reward, and Conditional Guidance Design
ICLR 2025
TabDiff: a Mixed-type Diffusion Model for Tabular Data Generation
ICLR 2025
TabFlex: Scaling Tabular Learning to Millions with Linear Attention
ICML 2025
TabFSBench: Tabular Benchmark for Feature Shifts in Open Environments
ICML 2025
TABGEN-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation
ACL 2025
TableKV: KV Cache Compression for In-Context Table Processing
ACL 2025
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios
ACL 2025
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
ACL 2025