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Representation Learning

2843 directly classified papers

Papers per year

Papers

AllMatch: Exploiting All Unlabeled Data for Semi-Supervised Learning IJCAI 2024
Breaking Determinism: Fuzzy Modeling of Sequential Recommendation Using Discrete State Space Diffusion Model NIPS 2024
On conditional diffusion models for PDE simulations NIPS 2024
Continual learning of multi-modal dynamics with external memory L4DC 2024
ReVideo: Remake a Video with Motion and Content Control NIPS 2024
Transcoders find interpretable LLM feature circuits NIPS 2024
An NCDE-based Framework for Universal Representation Learning of Time Series IJCAI 2024
Reversing the Forget-Retain Objectives: An Efficient LLM Unlearning Framework from Logit Difference NIPS 2024
SLED: Self Logits Evolution Decoding for Improving Factuality in Large Language Models NIPS 2024
The Implicit Bias of Heterogeneity towards Invariance: A Study of Multi-Environment Matrix Sensing NIPS 2024
Effective Causal Discovery under Identifiable Heteroscedastic Noise Model AAAI 2024
Graph neural networks and non-commuting operators NIPS 2024
What Do Language Models Hear? Probing for Auditory Representations in Language Models ACL 2024
Feedback control guides credit assignment in recurrent neural networks NIPS 2024
Supra-Laplacian Encoding for Transformer on Dynamic Graphs NIPS 2024
BEM: Balanced and Entropy-based Mix for Long-Tailed Semi-Supervised Learning CVPR 2024
Controlled maximal variability along with reliable performance in recurrent neural networks NIPS 2024
Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization NIPS 2024
Improving Subgroup Robustness via Data Selection NIPS 2024
Contrastive losses as generalized models of global epistasis NIPS 2024
Markov Equivalence and Consistency in Differentiable Structure Learning NIPS 2024
An Efficient Subgraph-Inferring Framework for Large-Scale Heterogeneous Graphs AAAI 2024
Class Distribution Shifts in Zero-Shot Learning: Learning Robust Representations NIPS 2024
ProtGO: Function-Guided Protein Modeling for Unified Representation Learning NIPS 2024
Contributing Dimension Structure of Deep Feature for Coreset Selection AAAI 2024