TBD
All papers accepted for PML4DC 2023 workshop are listed below.
| Title | Presentation Type | Authors | PDFs |
|---|---|---|---|
| Automatic Speech Recognition for Amharic Language using Self-Supervised Learning Approach | poster | Rosa Tsegaye Aga (EAII) | |
| Towards Federated Learning Under Resource Constraints via Layer-wise Training and Depth Dropout | poster | Pengfei Guo (Johns Hopkins University); Warren R Morningstar (Google Research); Raviteja Vemulapalli (Apple); Karan Singhal (Google Research); Vishal Patel (Johns Hopkins University); Philip A Mansfield (Google) | |
| Intermediate Task Fine-tuning of Sequence-Sequence Language Models with Auxiliary Domain Parallel Data for Low-resource NMT | poster | Shravan Nayak (Microsoft); Sarubi Thillainathan (University of Moratuwa); Surangika Ranathunga (University of Moratuwa); Rikki Hung (University of Toronto); Yining Wang (University of Toronto); Jonah Mackey (University of Toronto); Andrew Ho (University of Toronto); Anthony P Rinaldi (University of Toronto); En-Shiun Annie Lee (University of Toronto) | |
| Efficient Language Model Training through Cross-Lingual and Progressive Transfer Learning | poster | Malte Ostendorff (German Research Center for Artificial Intelligence); Georg Rehm (DFKI) | |
| Can an AI Win Ghana's National Science and Maths Quiz? An AI Grand Challenge for Education | poster | George Boateng (ETH Zurich); Victor Kumbol (Kwame AI Inc); Elsie Effah Kaufmann (University of Ghana) | |
| Fact-Checking Platform and Instant Local Call Alert System for Saving most Vulnerable, less Protected, and most affected Segment during Disaster using Crowdsourcing-powered Machine Learning application | poster | Olubayo Adekanmbi (Data Science Nigeria) | |
| MILO: Model-Agnostic Subset Selection Framework for Efficient Model Training | poster | Krishnateja Killamsetty (University of Texas at Dallas); Alexandre Evfimievski (IBM Research - Almaden); Tejaswini Pedapati (IBM Research); Kiran Kate (IBM Research); Lucian Popa (IBM Almaden Research Center); Rishabh Iyer (University of Texas at Dallas) | |
| ForecastPFN: Zero-Shot Low-Resource Forecasting | poster | Gurnoor S Khurana (Abacus AI); Samuel Dooley (University of Maryland); Siddartha V Naidu (Abacus.AI); Colin White (Abacus.AI) | |
| Learning Translation Quality Evaluation on Low Resource Languages from Large Language Models | poster | Amirkeivan Mohtashami (EPFL); Mauro Verzetti (Google); Paul Rubenstein (MPI for Intelligent Systems Tuebingen) | |
| Synthesizing Electronic Health Records for predictive models in LMICs | poster | Ghadeer Ghosheh (University of Oxford); Tingting Zhu (University of Oxford) | |
| Detecting Day-Old Chicks in a Box based on Computer Vision | poster | Hubert Mouton (Namibia University of Science & Technology); Mbangula Lameck ML Amugongo (Namibia University of Science & Technology) | |
| Addressing multi-centre ICU prediction of heart attack and mortality with a pseudo-dynamic explainable machine learning model | poster | Munib Mesinovic (University of Oxford) | |
| Foundation Model Platforms and Bottom-of-the-Pyramid Innovation | poster | Kush R Varshney (IBM Research) | |
| Credit Scores That Prioritize Customer Welfare: Theory and Evidence from Nigeria | poster | Simon Ramirez Amaya (UC Berkeley); Daniel Bjorkegren (Brown University); Joshua Blumenstock (University of California, Berkeley); Suraj R Nair (UC Berkeley) | |
| Can Strategic Data Collection Improve the Performance of Poverty Prediction Models? | poster | Satej Soman (University of California, Berkeley); Emily L Aiken (University of California, Berkeley); Esther Rolf (Harvard University); Joshua Blumenstock (University of California, Berkeley) | |
| Domain Generalization in Robust Invariant Representation | poster | Gauri Gupta (MIT); Ritvik Kapila (University of California San Diego); KESHAV GUPTA (Thapar Institute of Engineering and Technology ); Ramesh Raskar (MIT) | |
| Uncovering the Effectiveness of Calibration on Open Intent Classification | poster | HyeJin Won (SOCAR AI Research); Kyung Ho Park (SOCAR AI Research) | |
| PMixUp: Simultaneous Utilization of Part-of-Speech Replacement and Feature Space \ Interpolation for Text Data Augmentation | poster | Hyeon Soo Kim (SOCAR AI Research); HyeJin Won (SOCAR AI Research); Kyung Ho Park (SOCAR AI Research) | |
| Learning to Lend in Dynamic Resource Constrained Environments | poster | Eric Mibuari (Harvard University); David Parkes (Harvard University); Berk Ustun (UCSD) | |
| S2VNTM: SEMI-SUPERVISED VMF NEURAL TOPIC MODELING | poster | Weijie Xu (Amazon); Jay SERVICES Desai (AMAZON); Srinivasan Sengamedu (Amazon); Xiaoyu Jiang (Amazon); Francis Iannacci (Amazon) | |
| Adaptive Representations for Semantic Search | poster | Aniket Rege (University of Washington); Aditya Kusupati (University of Washington); Sharan Ranjit S (University of Washington); Sham Kakade (Harvard University); Prateek Jain (Google ); Ali Farhadi (University of Washington, Allen Institue for AI, Apple) | |
| Towards Globally Responsible and Human-centered Text-to-Image Evaluations | poster | Emily Denton (Google); Rida Qadri (Google); Renee Shelby (Google Research) | |
| Surprisingly Simple Adapter Ensembling for Zero-Shot Cross-Lingual Sequence Tagging | poster | Rohan Shah (Carnegie Mellon University); Preethi Jyothi (Indian Institute of Technology Bombay) | |
| When Do Boosted Trees Outperform Neural Nets on Tabular Data? | poster | Duncan C McElfresh (University of Maryland); Sujay Khandagale (Abacus.AI); Jonathan Valverde (Google); Vishak Prasad C (Indian Institute Of Technology, Bombay); Ganesh Ramakrishnan (IIT Bombay); Micah Goldblum (University of Maryland); Colin White (Abacus.AI) | |
| Astroformer: More Data might not be all you need, Learning to Predict Galaxy Morphologies with Limited Data | poster | Rishit Dagli (University of Toronto) | |
| Fair Prediction of Risk for ICU Treatments for Hypotension in Minority Subpopulations | poster | Peniel N Argaw (Harvard); Esther Brown (Harvard University); Isaac Kohane (Harvard Medical School) | |
| VISION HGNN: AN ELECTRON-MICROGRAPH IS WORTH HYPERGRAPH OF HYPERNODES | poster | Rajat Kumar Sarkar (Tata Research Development and Design Centre); Sagar Srinivas Sakhinana (Tata Research Development and Design Center); Sreeja Gangasani (Indian Institute of Technology, Palakkad); Venkataramana Runkana (Tata Consultancy Services Limited) | |
| MULTI-KNOWLEDGE FUSION NETWORK FOR TIME SERIES FORECASTING | poster | Rajat Kumar Sarkar (Tata Research Development and Design Centre); Sagar Srinivas Sakhinana (Tata Research Development and Design Center); Sudhir Aripirala (TCS); Shivam Gupta (TCS R & I); Venkataramana Runkana (Tata Consultancy Services Limited) | |
| Combating Harmful Hype in Natural Language Processing | poster | Asmelash Teka (Lesan); Paul Azunre (Algorine); Timnit Gebru (Google) | |
| LEARNING FOR HEALTHCARE QUERIES IN LOW RESOURCE LANGUAGE SETTINGS | poster | Stanslaus Mwongela (Jacaranda Health & Strathmore Unviersity); Jay Patel (Jacaranda Health); Mohamed Ahmed (Microsoft); Sathyanath Rajasekharan (Jacaranda Health); Stanslaus Mwongela (Jacaranda Health & Strathmore University); Gilles Hacheme (Microsoft); Bernard Shibwabo (Strathmore University); Julius Butime (Strathmore University); Laura Wotton (Jacaranda Health) | |
| Model Compression Beyond Size Reduction | poster | Mubarek Mohammed Yesuf (Addis Ababa University) | |
| Globalizing Fairness Attributes in Machine Learning: A Case Study on Health in Africa | poster | Mercy N Asiedu (Google LLC); Awa Dieng (Google); Abigail Oppong (Ashesi University|Ghana NLP); Maria Nagawa (Duke University); Sanmi Koyejo (UIUC); Katherine Heller (Google) | |
| CHATGPT IS ALL YOU NEED TO DECOLONIZE SUB-SAHARAN VOCATIONAL EDUCATION | poster | Isidoros Marougkas (Rutgers, the State University of New Jersey); Isidora Tourni (Boston university); Georgios Grigorakis (National and Kapodistrian University of Athens); Konstantinos M. Rafail Dafnis (Rutgers University); Vasiliki Tassopoulou (University of Pennsylvania) | |
| A real-world dataset for AI-based pest population monitoring | poster | Jerome White (Wadhwani Institute for Artificial Intelligence); Jigar Doshi (Wadhwani AI) | |
| Domain Shift Signal for Low Resource Continuous Test-Time Adaptation | poster | Goirik Chakrabarty (Indian Institute of Science, Education and Research - Pune); Manogna Sreenivas (Indian Institute of Science, Bangalore); Soma Biswas (Indian Institute of Science, Bangalore) | |
| JumpStyle: A Framework for Data-Efficient Online Adaptation | poster | Aakash Singh (Indian Institute of Science); Manogna Sreenivas (Indian Institute of Science, Bangalore); Soma Biswas (Indian Institute of Science, Bangalore) | |
| Do Models see Corruption as we see? An Item Response Theory based study in Computer Vision | poster | Charchit Sharma (IIT Hyderabad); Ayan Kumar Pahari (IIT Hyderabad ); Pranoy Panda (Indian Institute of Technology, Hyderabad); V C Sairam Rebbapragada (Indian Institute of Technology, Hyderabad); Deepak Vijaykeerthy (IBM Research); Vineeth N Balasubramanian (Indian Institute of Technology, Hyderabad) |