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Machine Learning
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Core Methods
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Metric Learning
2800 directly classified papers
Papers per year
2001: 1
2002: 1
2003: 7
2004: 7
2005: 6
2006: 14
2007: 11
2008: 10
2009: 25
2010: 21
2011: 28
2012: 35
2013: 80
2014: 54
2015: 101
2016: 85
2017: 135
2018: 154
2019: 303
2020: 257
2021: 306
2022: 290
2023: 317
2024: 242
2025: 216
2026: 94
Papers
Class Distillation with Mahalanobis Contrast: An Efficient Training Paradigm for Pragmatic Language Understanding Tasks
ACL 2025
SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation
ACL 2025
GigaEmbeddings — Efficient Russian Language Embedding Model
ACL 2025
nlptuducd at SemEval-2025 Task 10: Narrative Classification as a Retrieval Task through Story Embeddings
ACL 2025
TueCL at SemEval-2025 Task 1: Image-Augmented Prompting and Multimodal Reasoning for Enhanced Idiom Understanding
ACL 2025
Operational Advice for Dense and Sparse Retrievers: HNSW, Flat, or Inverted Indexes?
ACL 2025
UMUTeam at SemEval-2025 Task 7: Multilingual Fact-Checked Claim Retrieval with XLM-RoBERTa and Self-Alignment Pretraining Strategy
ACL 2025
HumT DumT: Measuring and controlling human-like language in LLMs
ACL 2025
LGAR: Zero-Shot LLM-Guided Neural Ranking for Abstract Screening in Systematic Literature Reviews
ACL 2025
Dense Retrieval with Quantity Comparison Intent
ACL 2025
Close Imitation of Expert Retouching for Black-and-White Photography
CVPR 2024
Efficient LLM Scheduling by Learning to Rank
NIPS 2024
Perception-Inspired Graph Convolution for Music Understanding Tasks
IJCAI 2024
Light Unbalanced Optimal Transport
NIPS 2024
Latent Functional Maps: a spectral framework for representation alignment
NIPS 2024
Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions
CVPR 2024
Active preference learning for ordering items in- and out-of-sample
NIPS 2024
Hyperspherical Classification with Dynamic Label-to-Prototype Assignment
CVPR 2024
Text2Loc: 3D Point Cloud Localization from Natural Language
CVPR 2024
Towards Global Optimal Visual In-Context Learning Prompt Selection
NIPS 2024
REMATCH: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic Similarity
NAACL 2024
EarthLoc: Astronaut Photography Localization by Indexing Earth from Space
CVPR 2024
VERIFIED: A Video Corpus Moment Retrieval Benchmark for Fine-Grained Video Understanding
NIPS 2024
Image Retrieval with Self-Supervised Divergence Minimization and Cross-Attention Classification
IJCAI 2024
On the impact of several regularization techniques on label noise robustness of self-supervised speaker verification systems
INTERSPEECH 2024
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