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Representation Learning

4516 directly classified papers

Papers per year

Papers

Whose Emotions and Moral Sentiments do Language Models Reflect? ACL 2024
Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification NIPS 2024
Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations NIPS 2024
Addressing Order Sensitivity of In-Context Demonstration Examples in Causal Language Models ACL 2024
Deterministic Reversible Data Augmentation for Neural Machine Translation ACL 2024
Learning New Tasks from a Few Examples with Soft-Label Prototypes ACL 2024
Simple Contrastive Multi-View Clustering with Data-Level Fusion IJCAI 2024
EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost IJCAI 2024
A Mechanistic Analysis of a Transformer Trained on a Symbolic Multi-Step Reasoning Task ACL 2024
Kernel Readout for Graph Neural Networks IJCAI 2024
Rethinking Correlation Learning via Label Prior for Open Set Domain Adaptation IJCAI 2024
Instruction Embedding: Latent Representations of Instructions Towards Task Identification NIPS 2024
Enhancing Hyperbolic Knowledge Graph Embeddings via Lorentz Transformations ACL 2024
k-SemStamp: A Clustering-Based Semantic Watermark for Detection of Machine-Generated Text ACL 2024
Modelling Commonsense Commonalities with Multi-Facet Concept Embeddings ACL 2024
Length-aware Byte Pair Encoding for Mitigating Over-segmentation in Korean Machine Translation ACL 2024
Learning Structured Representations with Hyperbolic Embeddings NIPS 2024
Transcendence: Generative Models Can Outperform The Experts That Train Them NIPS 2024
Meta-Reasoning: Semantics-Symbol Deconstruction for Large Language Models ACL 2024
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion ACL 2024
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language Models ACL 2024
Monotonic Representation of Numeric Attributes in Language Models ACL 2024
Causal Estimation of Memorisation Profiles ACL 2024
Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot Examples ACL 2024
WebCiteS: Attributed Query-Focused Summarization on Chinese Web Search Results with Citations ACL 2024