Papers
Sun 30 Oct 2022
102 papers
- Changes from Classical Statistics to Modern Statistics and Data ScienceDiffusion models → Diffusion foundations and sampling
- Transfer Learning with Synthetic Corpora for Spatial Role Labeling and ReasoningLLM reasoning → Spatial and embodied reasoning +1
- Imitating Opponent to Win: Adversarial Policy Imitation Learning in Two-player Competitive GamesOffline RL and imitation learning from data → Imitation learning methods
- DiffusER: Discrete Diffusion via Edit-based ReconstructionDiffusion models → Discrete and text diffusion
- SRTNet: Time Domain Speech Enhancement Via Stochastic RefinementDiffusion models → Audio, speech and music
- An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP TasksRetrieval-augmented generation → Generation and context integration
- Prediction Sets for High-Dimensional Mixture of Experts ModelsMixture-of-experts → MoE theory and gating functions
- Fine-Grained Emotional Paraphrasing along Emotion Gradients
- Spatio-Temporal Attention in Multi-Granular Brain Chronnectomes for Detection of Autism Spectrum Disorder
- Regimes of charged particle dynamics in current sheets: the machine learning approach
- PhysioGait: Context-Aware Physiological Context Modeling for Person Re-identification Attack on Wearable Sensing
- Gravitational Dimensionality Reduction Using Newtonian Gravity and Einstein's General Relativity
- Transposed Variational Auto-encoder with Intrinsic Feature Learning for Traffic Forecasting
- Uncertainty-DTW for Time Series and Sequences
- Classical ensemble of Quantum-classical ML algorithms for Phishing detection in Ethereum transaction networks
- MEDS-Net: Self-Distilled Multi-Encoders Network with Bi-Direction Maximum Intensity projections for Lung Nodule Detection
- A Self-Supervised Approach to Reconstruction in Sparse X-Ray Computed Tomography
- Validity Assessment of Legal Will Statements as Natural Language Inference
- When Do We Need Graph Neural Networks for Node Classification?
- XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP Models
- Representation Learning for General-sum Low-rank Markov Games
- Semantic-Native Communication: A Simplicial Complex Perspective
- Interpretable Geometric Deep Learning via Learnable Randomness Injection
- Learning Heuristics for the Maximum Clique Enumeration Problem Using Low Dimensional Representations
- Multilingual Multimodality: A Taxonomical Survey of Datasets, Techniques, Challenges and Opportunities
- Reward Shaping Using Convolutional Neural Network
- Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles
- Few-Shot Classification of Skin Lesions from Dermoscopic Images by Meta-Learning Representative Embeddings
- Improving Bilingual Lexicon Induction with Cross-Encoder Reranking
- Decentralized Channel Management in WLANs with Graph Neural Networks
- Two Models are Better than One: Federated Learning Is Not Private For Google GBoard Next Word Prediction
- ViTASD: Robust Vision Transformer Baselines for Autism Spectrum Disorder Facial Diagnosis
- FI-ODE: Certifiably Robust Forward Invariance in Neural ODEs
- A view on model misspecification in uncertainty quantification
- Learning to Compare Nodes in Branch and Bound with Graph Neural Networks
- Context-empowered Visual Attention Prediction in Pedestrian Scenarios
- FELRec: Efficient Handling of Item Cold-Start With Dynamic Representation Learning in Recommender Systems
- OGInfra: Geolocating Oil & Gas Infrastructure using Remote Sensing based Active Fire Data
- See as a Bee: UV Sensor for Aerial Strawberry Crop Monitoring
- Evaluation and comparison of federated learning algorithms for Human Activity Recognition on smartphones
- FatNet: High Resolution Kernels for Classification Using Fully Convolutional Optical Neural Networks
- Revisiting Simple Regret: Fast Rates for Returning a Good Arm
- DyG2Vec: Efficient Representation Learning for Dynamic Graphs
- Atlas: Automate Online Service Configuration in Network Slicing
- Foreign Object Debris Detection for Airport Pavement Images based on Self-supervised Localization and Vision Transformer
- High Resolution Multi-Scale RAFT (Robust Vision Challenge 2022)
- Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation
- Time-rEversed diffusioN tEnsor Transformer: A new TENET of Few-Shot Object Detection
- Distributionally Robust Domain Adaptation
- Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training
- A Simple Hypergraph Kernel Convolution based on Discounted Markov Diffusion Process
- On Rate-Distortion Theory in Capacity-Limited Cognition & Reinforcement Learning
- Planning to the Information Horizon of BAMDPs via Epistemic State Abstraction
- A simple, efficient and scalable contrastive masked autoencoder for learning visual representations
- Learning to Decompose: Hypothetical Question Decomposition Based on Comparable Texts
- Time-aware Metapath Feature Augmentation for Ponzi Detection in Ethereum
- A Solvable Model of Neural Scaling Laws
- Medical Codes Prediction from Clinical Notes: From Human Coders to Machines
- Using Context-to-Vector with Graph Retrofitting to Improve Word Embeddings
- 1st Place Solutions for UG2+ Challenge 2022 ATMOSPHERIC TURBULENCE MITIGATION
- Micro and Macro Level Graph Modeling for Graph Variational Auto-Encoders
- A Pipeline for Analysing Grant Applications
- Actionable Phrase Detection using NLP
- Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues
- Combining Attention Module and Pixel Shuffle for License Plate Super-Resolution
- Variance reduced Shapley value estimation for trustworthy data valuation
- Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid
- Self-Regularized Prototypical Network for Few-Shot Semantic Segmentation
- Towards Versatile Embodied Navigation
- Temporal-Viewpoint Transportation Plan for Skeletal Few-shot Action Recognition
- CAD 3D Model classification by Graph Neural Networks: A new approach based on STEP format
- SL3D: Self-supervised-Self-labeled 3D Recognition
- The Florence 4D Facial Expression Dataset
- Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework
- Two-Level Temporal Relation Model for Online Video Instance Segmentation
- Adaptive Speech Quality Aware Complex Neural Network for Acoustic Echo Cancellation with Supervised Contrastive Learning
- One Gradient Frank-Wolfe for Decentralized Online Convex and Submodular Optimization
- STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph
- Image-free Domain Generalization via CLIP for 3D Hand Pose Estimation
- Explainable Predictive Decision Mining for Operational Support
- Unsupervised Learning of Structured Representations via Closed-Loop Transcription
- Recognizing Handwriting Styles in a Historical Scanned Document Using Unsupervised Fuzzy Clustering
- Symmetric Saliency-based Adversarial Attack To Speaker Identification
- Saliency Can Be All You Need In Contrastive Self-Supervised Learning
- Nonlinear Causal Discovery via Kernel Anchor Regression
- Dataset Distillation via Factorization
- Parameter-Efficient Tuning Makes a Good Classification Head
- Benchmarking Adversarial Patch Against Aerial Detection
- token2vec: A Joint Self-Supervised Pre-training Framework Using Unpaired Speech and Text
- Mitigating Unfairness via Evolutionary Multi-objective Ensemble Learning
- Formalizing Statistical Causality via Modal Logic
- On-the-fly Object Detection using StyleGAN with CLIP Guidance
- Search to Pass Messages for Temporal Knowledge Graph Completion
- DuDe: Dual-Decoder Multilingual ASR for Indian Languages using Common Label Set
- Online Convex Optimization with Long Term Constraints for Predictable Sequences
- How Far are We from Robust Long Abstractive Summarization?
- Projection Valued Measure-based Quantum Machine Learning for Multi-Class Classification
- Graph Fuzzy System: Concepts, Models and Algorithms
- ISG: I can See Your Gene Expression
- QuEst: Graph Transformer for Quantum Circuit Reliability Estimation