conftrace_

representational learning

13 papers

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Co-occurring keywords

representation learning (6206) inductive bia (272) self-supervised learning (3777) latent variable collapse (1) hyperbolic space (147) out-of-distribution robustness (48) linear combination (13) siamese network (293) data-efficient learning (53) unknown class detection (36)

Papers

Beyond World Models: Rethinking Understanding in AI Models AAAI 2026
Compress to One Point: Neural Collapse for Pre-Trained Model-Based Class-Incremental Learning AAAI 2025
Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change Detection CVPR 2025
A Graph per Persona: Reasoning about Subjective Natural Language Descriptions ACL 2024
A theoretical design of concept sets: improving the predictability of concept bottleneck models NIPS 2024
Not All Semantics are Created Equal: Contrastive Self-supervised Learning with Automatic Temperature Individualization ICML 2023
Data-Efficient Contrastive Self-supervised Learning: Most Beneficial Examples for Supervised Learning Contribute the Least ICML 2023
PMAL: Open Set Recognition via Robust Prototype Mining AAAI 2022
Self-Supervised Models of Audio Effectively Explain Human Cortical Responses to Speech ICML 2022
Learning a Self-Expressive Network for Subspace Clustering CVPR 2021
Avoiding Latent Variable Collapse with Generative Skip Models AISTATS 2019
Improved Generalization of Arabic Text Classifiers ACL 2019
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations ICML 2019