Representation Learning

Transformer-Based Selective Super-resolution for Efficient Image Refinement AAAI 2024 Transformers are Minimax Optimal Nonparametric In-Context Learners NeurIPS 2024 Transformers Learn Nonlinear Features In Context: Nonconvex Mean-field Dynamics on the Attention Landscape ICML 2024 Transformers Learn Transition Dynamics when Trained to Predict Markov Decision Processes EMNLP 2024 Transformers Provably Learn Sparse Token Selection While Fully-Connected Nets Cannot ICML 2024 Transformers Represent Belief State Geometry in their Residual Stream NeurIPS 2024 Transforming Recommender Systems: Balancing Personalization, Fairness, and Human Values IJCAI 2024 Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-Based Similarity AAAI 2024 Transport of Algebraic Structure to Latent Embeddings ICML 2024 Traveling Waves Encode The Recent Past and Enhance Sequence Learning ICLR 2024 TREE-G: Decision Trees Contesting Graph Neural Networks AAAI 2024 Trend-Aware Supervision: On Learning Invariance for Semi-supervised Facial Action Unit Intensity Estimation AAAI 2024 T-Rep: Representation Learning for Time Series using Time-Embeddings ICLR 2024 TriNeRFLet: A Wavelet Based Triplane NeRF Representation ECCV 2024 TriPlaneNet: An Encoder for EG3D Inversion WACV 2024 Triple Component Matrix Factorization: Untangling Global, Local, and Noisy Components JMLR 2024 Triple-Encoders: Representations That Fire Together, Wire Together ACL 2024 Tripod: Three Complementary Inductive Biases for Disentangled Representation Learning ICML 2024 TriSampler: A Better Negative Sampling Principle for Dense Retrieval AAAI 2024 TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space ACL 2024 TSLANet: Rethinking Transformers for Time Series Representation Learning ICML 2024 TSP-TTS: Text-based Style Predictor with Residual Vector Quantization for Expressive Text-to-Speech Interspeech 2024 Tuning-Free Maximum Likelihood Training of Latent Variable Models via Coin Betting AISTATS 2024 TurboHopp: Accelerated Molecule Scaffold Hopping with Consistency Models NeurIPS 2024 Two Sequence Labeling Approaches to Sentence Segmentation and Punctuation Prediction for Classic Chinese Texts COLING 2024