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)
Beyond Communication Overhead: A Multilevel Monte Carlo Approach for Mitigating Compression Bias in Distributed Learning
ICML 2025
Beyond Content: How Grammatical Gender Shapes Visual Representation in Text-to-Image Models
EMNLP 2025
Beyond Content Relevance: Evaluating Instruction Following in Retrieval Models
ICLR 2025
Beyond correlation: The impact of human uncertainty in measuring the effectiveness of automatic evaluation and LLM-as-a-judge
ICLR 2025
Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions
ACL 2025
Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression
EMNLP 2025
Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart Understanding
NAACL 2025
Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation
ICML 2025
Beyond Fixed-Length Calibration for Post-Training Compression of LLMs
EMNLP 2025
BeyondGender: A Multifaceted Bilingual Dataset for Practical Sexism Detection
AAAI 2025
Beyond Generalization :Evaluating Multilingual LLMs for Yorùbá Animal Health Translation
ACL 2025
Beyond Grids: Exploring Elastic Input Sampling for Vision Transformers
WACV 2025
Beyond Human Labels: A Multi-Linguistic Auto-Generated Benchmark for Evaluating Large Language Models on Resume Parsing
EMNLP 2025
Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness
ICLR 2025
Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix
ICLR 2025
Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation
ACL 2025
Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device Learning
ICML 2025
Beyond Low-Rank Tuning: Model Prior-Guided Rank Allocation for Effective Transfer in Low-Data and Large-Gap Regimes.
ICCV 2025
Beyond Mere Token Analysis: A Hypergraph Metric Space Framework for Defending Against Socially Engineered LLM Attacks
ICLR 2025
Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization
ACL 2025
Beyond One-Hot Labels: Semantic Mixing for Model Calibration
ICML 2025
Beyond One-Size-Fits-All: Tailored Benchmarks for Efficient Evaluation
ACL 2025
Beyond Output Matching: Bidirectional Alignment for Enhanced In-Context Learning
ACL 2025
Beyond Perspective: Neural 360-Degree Video Compression
ICCV 2025
Beyond Random Augmentations: Pretraining with Hard Views
ICLR 2025