conftrace_
← Core Methods
Machine Learning › Core Methods ›

Representation Learning

18,863 papers

Papers per year

Papers

Cross-Linguistic Phonological Similarity Analysis in Sign Languages Using HamNoSys AACL 2025
Disentangling Mathematical Reasoning in LLMs: A Methodological Investigation of Internal Mechanisms EMNLP 2025
How does PDE order affect the convergence of PINNs? NIPS 2024
Mixtures of Experts for Audio-Visual Learning NIPS 2024
Learning Place Cell Representations and Context-Dependent Remapping NIPS 2024
Collaborative Cognitive Diagnosis with Disentangled Representation Learning for Learner Modeling NIPS 2024
Physics-Informed Regularization for Domain-Agnostic Dynamical System Modeling NIPS 2024
Improving Sparse Decomposition of Language Model Activations with Gated Sparse Autoencoders NIPS 2024
Towards Understanding How Transformers Learn In-context Through a Representation Learning Lens NIPS 2024
Prospective Representation Learning for Non-Exemplar Class-Incremental Learning NIPS 2024
Differentiable Modal Synthesis for Physical Modeling of Planar String Sound and Motion Simulation NIPS 2024
Unified Lexical Representation for Interpretable Visual-Language Alignment NIPS 2024
AdaNovo: Towards Robust \emph{De Novo} Peptide Sequencing in Proteomics against Data Biases NIPS 2024
einspace: Searching for Neural Architectures from Fundamental Operations NIPS 2024
A Walsh Hadamard Derived Linear Vector Symbolic Architecture NIPS 2024
Mutual Information Estimation via Normalizing Flows NIPS 2024
UniSDF: Unifying Neural Representations for High-Fidelity 3D Reconstruction of Complex Scenes with Reflections NIPS 2024
NeuralSolver: Learning Algorithms For Consistent and Efficient Extrapolation Across General Tasks NIPS 2024
HyperLogic: Enhancing Diversity and Accuracy in Rule Learning with HyperNets NIPS 2024
Flexible Context-Driven Sensory Processing in Dynamical Vision Models NIPS 2024
Explicit Eigenvalue Regularization Improves Sharpness-Aware Minimization NIPS 2024
LAM3D: Large Image-Point Clouds Alignment Model for 3D Reconstruction from Single Image NIPS 2024
HORSE: Hierarchical Representation for Large-Scale Neural Subset Selection NIPS 2024
Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations NIPS 2024
Learning Representations for Hierarchies with Minimal Support NIPS 2024