Representation Learning

SGD Finds then Tunes Features in Two-Layer Neural Networks with near-Optimal Sample Complexity: A Case Study in the XOR problem ICLR 2024 SGNet: Structure Guided Network via Gradient-Frequency Awareness for Depth Map Super-resolution AAAI 2024 SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks CVPR 2024 Shadow Cones: A Generalized Framework for Partial Order Embeddings ICLR 2024 ShadowSense: A Multi-annotated Dataset for Evaluating Word Sense Induction COLING 2024 Shape analysis for time series NeurIPS 2024 Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations AISTATS 2024 Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learning ICLR 2024 Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning ICLR 2024 SHIELD: LLM-Driven Schema Induction for Predictive Analytics in EV Battery Supply Chain Disruptions EMNLP 2024 SiBBlInGS: Similarity-driven Building-Block Inference using Graphs across States ICML 2024 Sieve: Multimodal Dataset Pruning using Image Captioning Models CVPR 2024 Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs ICML 2024 Sign Language Translation with Sentence Embedding Supervision ACL 2024 SimCalib: Graph Neural Network Calibration Based on Similarity between Nodes AAAI 2024 Simple Orthogonal Graph Representation Learning (Student Abstract) AAAI 2024 Simplicial Representation Learning with Neural k-Forms ICLR 2024 Simplified and Generalized Masked Diffusion for Discrete Data NeurIPS 2024 Simplifying Latent Dynamics with Softly State-Invariant World Models NeurIPS 2024 Simulation-Based Stacking AISTATS 2024 Single-Model Attribution of Generative Models Through Final-Layer Inversion ICML 2024 SingOMD: Singing Oriented Multi-resolution Discrete Representation Construction from Speech Models Interspeech 2024 SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation ACL 2024 SkeletonGait: Gait Recognition Using Skeleton Maps AAAI 2024 SketchINR: A First Look into Sketches as Implicit Neural Representations CVPR 2024