KDD 2022 ADS Poster Assignments
| Poster Position ID | Paper ID | Paper Title |
| 1 | 20 | Collborative Intelligence Orchestration: Inconsistency-Based Fusion of Semi-Supervised Learning and Active Learning |
| 2 | 28 | ChemicalX: A Deep Learning Library for Drug Pair Scoring |
| 3 | 60 | What is the Most Effective Intervention to Increase Job Retention for this Disabled Worker? |
| 4 | 88 | DuARE: Automatic Road Extraction with Aerial Images and Trajectory Data at Baidu Maps |
| 5 | 118 | Downscaling Earth System Models with Deep Learning |
| 6 | 129 | DNA-Stabilized Silver Nanocluster Design via Regularized Variational Autoencoders |
| 7 | 157 | AutoShard: Automated Embedding Table Sharding for Recommender Systems |
| 8 | 252 | Profiling Deep Learning Workloads at Scale using Amazon SageMaker |
| 9 | 309 | Graph Neural Network Training and Data Tiering |
| 10 | 430 | NxtPost: User to Post Recommendations in Facebook Groups |
| 11 | 443 | DocLayNet: A Large Human-annotated Dataset for Document Layout Segmentation |
| 12 | 447 | CONFLUX: A Request-level Fusion Framework for Impression Allocation via Cascade Distillation |
| 13 | 451 | Learning Large-scale Subsurface Simulations with a Hybrid Graph Network Simulator |
| 14 | 503 | CS-RAD: Conditional Member Status Refinement and Ability Discovery for Social Network Applications |
| 15 | 523 | Fed-LTD: Towards Cross-Platform Ride Hailing via Federated Learning to Dispatch |
| 16 | 534 | Arbitrary Distribution Modeling with Censorship in Real-Time Bidding Advertising |
| 17 | 549 | Connecting the Hosts: Street-Level IP Geolocation with Graph Neural Networks |
| 18 | 573 | Data-Driven Oracle Bone Rejoining: A Dataset and Practical Self-Supervised Learning Scheme |
| 19 | 667 | Affective Signals in a Social Media Recommender System |
| 20 | 677 | An Online Multi-task Learning Framework for Google Feed Ads Auction Models |
| 21 | 683 | HiPAL: A Deep Framework for Physician Burnout Prediction Using Activity Logs in Electronic Health Records |
| 22 | 727 | Predicting Bearings' Degradation Stages for Predictive Maintenance in the Pharmaceutical Industry |
| 23 | 733 | Looper: an end-to-end ML platform for product decisions |
| 24 | 786 | Optimizing Long-Term Efficiency and Fairness in Ride-Hailing via Joint Order Dispatching and Driver Repositioning |
| 25 | 890 | A Meta Reinforcement Learning Approach for Predictive Autoscaling In the Cloud |
| 26 | 918 | Rax: Composable Learning-to-Rank using JAX |
| 27 | 923 | Large-Scale Acoustic Automobile Fault Detection: Diagnosing Engines Through Sound |
| 28 | 931 | Type Linking for Query Understanding and Semantic Search |
| 29 | 944 | Embedding Compression with Hashing for Efficient Representation Learning in Large-Scale Graph |
| 30 | 945 | COBART: Controlled, Optimized, Bidirectional and Auto-Regressive Transformer for Ad Headline Generation |
| 31 | 951 | Persia: An Open, Hybrid System Scaling Deep Learning-based Recommenders up to 100 Trillion Parameters |
| 32 | 955 | Amazon StyleSnap: A Visual Search System for Fashion and Home |
| 33 | 956 | Scale Calibration of Deep Ranking Models |
| 34 | 959 | Surrogate for Long-Term User Experience in Recommender Systems |
| 35 | 967 | Interpretability, Then What? Editing Machine Learning Models to Reflect Human Knowledge and Values |
| 36 | 975 | T-Cell Receptor-Peptide Interaction Prediction with Physical Model Augmented Pseudo-Labeling |
| 37 | 983 | Sparx: Distributed Outlier Detection at Scale |
| 38 | 998 | TAG: Toward Accurate Social Media Content Tagging with a Concept Graph |
| 39 | 1010 | Fast Mining and Forecasting of Co-evolving Epidemiological Data Streams |
| 40 | 1011 | Representative Routes Discovery From Massive Trajectories |
| 41 | 1020 | TwHIN: Embedding the Twitter Heterogeneous Information Network for Personalized Recommendation |
| 42 | 1034 | A Logic Aware Neural Generation Method for Explainable Data-to-text |
| 43 | 1078 | No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices |
| 44 | 1108 | A Process-Aware Decision Support System for Business Processes |
| 45 | 1121 | 4SDrug: Symptom-based Set-to-set Small and Safe Drug Recommendation |
| 46 | 1166 | Deconfounding Duration Bias in Watch-time Prediction for Video Recommendation |
| 47 | 1196 | Uncertainty Quantification of Sparse Trip Demand Prediction with Spatial-Temporal Graph Neural Networks |
| 48 | 1215 | The Good, the Bad, and the Outliers: A Testing Framework for Decision Optimization Model Learning |
| 49 | 1250 | RCAD:Real-time Collaborative Anomaly Detection System for Mobile Broadband Networks |
| 50 | 1274 | Multi-task Envisioning Transformer-based Autoencoder for Corporate Credit Rating Migration Early Prediction |
| 51 | 1278 | Rapid Regression Detection in Software Deployments through Sequential Testing |
| 52 | 1280 | AntiBenford Subgraphs: Unsupervised Anomaly Detection in Financial Networks |
| 53 | 1326 | Generalized Deep Mixed Models |
| 54 | 1339 | EdgeWatch: Collaborative Investigation of Data Integrity at the Edge based on Blockchain |
| 55 | 1400 | CausalMTA: Eliminating the User Confounding Bias for Causal Multi-touch Attribution |
| 56 | 1420 | Counterfactual Phenotyping with Censored Time-to-Events |
| 57 | 1422 | Dynamic Graph Segmentation For Deep Graph Neural Networks |
| 58 | 1432 | EasyFGL: Towards a Unified, Comprehensive and Efficient Platform for Federated Graph Learning |
| 59 | 1445 | DP-GAT: A Framework for Image-based Disease Progression Prediction |
| 60 | 1467 | Modeling the Effect of Persuasion Factor on User Decision for Recommendation |
| 61 | 1471 | Physics-Guided Graph Meta Learning for Predicting Water Temperature and Streamflow in Stream Networks |
| 62 | 1508 | Learning Sparse Latent Graph Representations for Anomaly Detection in Multivariate Time Series |
| 63 | 1514 | Design Domain Specific Neural Network via Symbolic Testing |
| 64 | 1546 | FedAttack: Effective and Covert Poisoning Attack on Federated Recommendation via Hard Sampling |
| 65 | 1571 | Automatically Discovering User Consumption Intents in Meituan |
| 66 | 1590 | User Behavior Pre-training for Online Fraud Detection |
| 67 | 1613 | NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365 |
| 68 | 1620 | Improving Relevance Modeling via Heterogeneous Behavior Graph Learning in Bing Ads |
| 69 | 1626 | Company-as-Tribe: Company Financial Risk Assessment On Tribe-Style Graph With Hierarchical Graph Neural Networks |
| 70 | 1657 | BE3R: BERT based Early-Exit using Expert Routing |
| 71 | 1708 | What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? |
| 72 | 1777 | Characterizing Covid waves via spatio-temporal decomposition |
| 73 | 1804 | Multi-Aspect Dense Retrieval |
| 74 | 1820 | Seq2Event: Learning the Language of Soccer using Transformer-based Match Event Prediction |
| 75 | 1823 | Towards Learning Disentangled Representations for Time Series |
| 76 | 1830 | Real-Time Rideshare Driver Supply Values using Online Reinforcement Learning |
| 77 | 1849 | Pricing the Long Tail by Explainable Product Aggregation and Monotonic Bandits |
| 78 | 1850 | Generating Examples From CLI Usage: Can Transformers Help? |
| 79 | 1852 | Multi Armed Bandit vs. A/B Tests in E-commence - Confidence Interval and Hypothesis Test Power Perspectives |
| 80 | 1869 | Amazon SageMaker Model Monitor: A System for Real-Time Insights into Deployed Machine Learning Models |
| 81 | 1872 | Towards reliable detection of dielectric hotspots in thermal images of the underground distribution network |
| 82 | 1876 | A New Generation of Perspective API: Efficient Multilingual Character-level Transformers |
| 83 | 1878 | Promotheus: An End-to-End Machine Learning Framework for Optimizing Markdown in Online Fashion E-commerce |
| 84 | 1907 | Automatic Generation of Product-Image Sequence in E-commerce |
| 85 | 1920 | SoccerCPD: Formation and Role Change-Point Detection in Soccer Matches Using Spatiotemporal Tracking Data |
| 86 | 1921 | CommerceMM: Large-Scale Commerce MultiModal Representation Learning with Omni Retrieval |
| 87 | 1963 | A Fully Differentiable Set Autoencoder |
| 88 | 1966 | Reinforcement Learning-based Placement of Charging Stations in Urban Road Networks |
| 89 | 1995 | CAT: Beyond Efficient Transformer for Content-Aware Anomaly Detection in Event Sequences |
| 90 | 1996 | PinnerFormer: Sequence Modeling for User Representation at Pinterest |
| 91 | 2011 | Structure-Aware Multilingual Language Model: Leveraging Graph Structures for Search Relevance in E-commerce |
| 92 | 2013 | Temporal Multimodal Multivariate Learning |
| 93 | 2017 | A/B Testing Intuition Busters: Common Misunderstandings in Online Controlled Experiments |
| 94 | 2044 | Proactively Reducing the Hate Intensity of Online Posts via Hate Speech Normalization |
| 95 | 2292 | Counseling Summarization using Mental Health Knowledge Guided Utterance Filtering |
| 96 | 2048 | Semantic Aware Answer Sentence Selection using Self-Learning based Domain Adaptation |
| 97 | 2051 | Predicting Age-Related Macular Degeneration Progression with Contrastive Attention and Time-Aware LSTM |
| 98 | 2053 | Semantic Retrieval at Walmart |
| 99 | 2054 | Greykite: Deploying Flexible Forecasting at Scale in LinkedIn |
| 100 | 2065 | Septor: Seismic Depth Estimation using Hierarchical Neural Network |
| 101 | 2073 | Para-Pred: Addressing Heterogeneity for City-Wide Indoor Status Estimation in On-Demand Delivery |
| 102 | 2088 | SAMCNet for Spatial-configuration-based Classification: A Summary of Results |
| 103 | 2090 | Preventing Catastrophic Forgetting in Natural Language Tasks |
| 104 | 2093 | ItemSage: Learning Product Embeddings for Shopping Recommendations at Pinterest |
| 105 | 2100 | Automatic Controllable Product Copywriting for E-Commerce |
| 106 | 2115 | Multiwave COVID-19 Prediction from Social Awareness using Web Search and Mobility Data |
| 107 | 2127 | Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems |
| 108 | 2130 | ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale |
| 109 | 2137 | Interpretable Personalized Experimentation |
| 110 | 2143 | Multi-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems |
| 111 | 2166 | Distributed Hybrid CPU and GPU training for Graph Neural Networks on Billion-Scale Heterogeneous Graphs |
| 112 | 2184 | BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning |
| 113 | 2227 | CognitionNet: A Collaborative Neural Network for Play Style Discovery in Online Skill Gaming Platform |
| 114 | 2228 | Graph Meta-Reinforcement Learning for Transferable Autonomous Mobility-on-Demand |
| 115 | 2230 | Device-Cloud Collaborative Recommendation via Meta Controller |
| 116 | 2233 | Generalizable floorplanner through Corner Block List representation and Hypergraph embedding |
| 117 | 2238 | RT-VeD: Real-Time VoI Detection on Edge Nodes with an Adaptive Model Selection Framework |
| 118 | 2258 | Crowdsourcing with Contextual Uncertainty |
| 119 | 2296 | TaxoTrans: Taxonomy-Guided Entity Translation |
| 120 | 2298 | Multilingual Taxonomic Web Page Classification for Contextual Targeting at Yahoo |
| 121 | 2307 | Perioperative Predictions with Interpretable Latent Representation |
| 122 | 2312 | A Graph Learning Based Framework for Billion-Scale Offline User Identification |
| 123 | 2345 | Multi-objective Optimization of Notifications Using Offline Reinforcement Learning |
| 124 | 2370 | Learning Backward Compatible Embeddings |
| 125 | 2418 | Precise Mobility Intervention for Epidemic Control Using Unobservable Information via Deep Reinforcement Learning |
| 126 | 2440 | Human-in-the-Loop Large-Scale Predictive Maintenance of Workstations |
| 127 | 2441 | ASPIRE: Air Shipping Recommendation for E-commerce Products via Causal Inference Framework |
| 128 | 2489 | Recommendation in offline stores: A gamification approach for learning the spatiotemporal representation of indoor shopping |
| 129 | 2514 | Pretraining Representations of Multi-modal Multi-query E-commerce Search |
| 130 | 2604 | GraphWorld: Fake Graphs Bring Real Insights for GNNs |
| 131 | 2620 | Ask to know more: Counterfactual Explanations for Fake Claims |
| 132 | 2636 | GradMask: Gradient-Guided Token Masking for Textual Adversarial Example Detection |
| 133 | 2649 | CERAM: Coverage Expansion for Recommendations by Associating Discarded Models |
| 134 | 2669 | Adaptive Multi-view Rule Discovery for Weakly-Supervised Compatible Products Prediction |
| 135 | 2670 | Duplex Conversation: Enable Human-like Interaction in Spoken Dialogue System |
| 136 | 2693 | OAG-LM: Towards A Unified Backbone Language Model For Academic Knowledge Services |
| 137 | 2710 | ROI-Constrained Bidding via Curriculum-Guided Bayesian Reinforcement Learning |
| 138 | 2733 | Graph Neural Networks for Multimodal Single-Cell Data Integration |
| 139 | 2786 | Personalized Chit-Chat Generation for Recommendation Using External Chat Corpora |