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Affinity Event

Women in Machine Learning

Mariam Arab ⋅ Konstantina Palla ⋅ Sergul Aydore ⋅ Gloria Namanya ⋅ Beliz Gunel ⋅ Kimia Nadjahi ⋅ Soomin Aga Lee
2022 Affinity Event
Project Page [ Slides]  [ Contact: workshop@wimlworkshop.org ]

Abstract

Video

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Schedule

Timezone: America/Los_Angeles
5:30 AM
Breakfast
7:55 AM
Coffee Break
12:15 PM
Coffee break
2:10 PM
Closing remarks
When are Local Queries Useful for Robust Learning?
Pascale Gourdeau ⋅ Varun Kanade ⋅ Marta Kwiatkowska ⋅ James Worrell
Discriminative Candidate Selection for Image Inpainting
Lucia Cipolina Kun ⋅ Simone Caenazzo ⋅ Sergio Manuel Papadakis
Modelling non-reinforced preferences using selective attention
Noor Sajid ⋅ Panagiotis Tigas ⋅ Zafeirios Fountas ⋅ Qinghai Guo ⋅ Alexey Zakharov ⋅ Lancelot Da Costa
Meta Optimal Transport
Brandon Amos ⋅ Samuel Cohen ⋅ Giulia Luise ⋅ Ievgen Redko
Multi-Armed Bandit Problem with Temporally-Partitioned Rewards
Giulia Romano ⋅ Andrea Agostini ⋅ Francesco Trovò ⋅ Nicola Gatti ⋅ Marcello Restelli
Kernel Density Bayesian Inverse Reinforcement Learning
Aishwarya Mandyam ⋅ Didong Li ⋅ Diana Cai ⋅ Andrew Jones ⋅ Barbara Engelhardt
Investigating Reproducibility from the Decision Boundary Perspective.
Gowthami Somepalli ⋅ Arpit Bansal ⋅ Liam Fowl ⋅ Ping-yeh Chiang ⋅ Yehuda Dar ⋅ Richard Baraniuk ⋅ Micah Goldblum ⋅ Tom Goldstein
Self-Supervised Graph Representation Learning for chip design-partitioning on multi-FPGA platforms
Divyasree T ⋅ Chiranjeevi Kunapareddy ⋅ Vikas Akalwadi ⋅ Rahul Govindan ⋅ Balaji G
Hierarchically Clustered PCA and CCA via a Convex Clustering Penalty
Amanda Buch ⋅ Conor Liston ⋅ Logan Grosenick
Deep Metric Learning to predict cardiac pressure with ECG
Hyewon Jeong ⋅ Marzyeh Ghassemi ⋅ Collin Stultz
Spatial clustering with random partitions on ovarian cancer data
Yunshan Duan ⋅ Peter Mueller ⋅ Wenyi Wang ⋅ Shuai Guo
Object Segmentation of Cluttered Airborne LiDAR Point Clouds
Mariona Carós ⋅ Ariadna Just ⋅ Santi Seguí ⋅ Jordi Vitria
Identifying Disparities in Sepsis Treatment using Inverse Reinforcement Learning
Hyewon Jeong ⋅ Taylor Killian ⋅ Sanjat Kanjilal ⋅ Siddharth Nayak ⋅ Marzyeh Ghassemi
Exploiting Pretrained Biochemical Language Models for Targeted Drug Design
Gökçe Uludoğan ⋅ Arzucan Özgür ⋅ Elif Ozkirimli ⋅ Kutlu Ülgen ⋅ Nilgün Karalı
Curriculum learning for improved femur fracture classification: scheduling data with prior knowledge and uncertainty
Amelia Jiménez-Sánchez ⋅ Diana Mateus ⋅ Sonja Kirchhoff ⋅ Chlodwig Kirchhoff ⋅ Peter Biberthaler ⋅ Nassir Navab ⋅ Miguel A. González Ballester ⋅ Gemma Piella
Shortcuts in Public Medical Image Datasets
Amelia Jiménez-Sánchez ⋅ Andreas Skovdal ⋅ Frederik Bechmann Faarup ⋅ Kasper Thorhauge Grønbek ⋅ Veronika Cheplygina
Adaptively Identifying Patient Populations With Treatment Benefit in Clinical Trials
Alicia Curth ⋅ Alihan Hüyük ⋅ Mihaela van der Schaar
Quantifying Gender Bias in Hindi Language Models
Neeraja Kirtane ⋅ V MANUSHREE ⋅ Aditya Kane
De novo PROTAC design using graph-based deep generative models
Divya Nori ⋅ Connor Coley ⋅ Rocío Mercado
Self-Contained Entity Discovery from Captioned Videos
melika ayoughi ⋅ Paul Groth ⋅ Pascal Mettes
Break the bottleneck of AI deployment at the edge.
Paula Ramos ⋅ Helena Kloosterman ⋅ Samet Akcay ⋅ Yu-Chun Liu ⋅ Raymond Lo
Bias Assessment of Text-to-Image Models
Sasha Alexandra Luccioni ⋅ Clémentine Fourrier ⋅ Nathan Lambert ⋅ Unso Eun Seo Jo ⋅ Irene Solaiman ⋅ Helen Ngo ⋅ Nazneen Rajani ⋅ Giada Pistilli ⋅ Yacine Jernite ⋅ Margaret Mitchell
Detecting Synthetic Opioids with NQR Spectroscopy and Complex-Valued Signal Denoising
Amber Day ⋅ Natalie Klein ⋅ Michael Malone ⋅ Harris Mason ⋅ Sinead Williamson
Identifying fine climatic parameters for high maize yield using pattern mining: case study from Benin (West Africa)
Souand Peace Gloria TAHI ⋅ Vinasetan Ratheil Houndji ⋅ Castro Hounmenou ⋅ Romain Glèlè Kakaï
Using Visual Similarity to Navigate eCommerce Inventory
Shubhangi Tandon ⋅ Christopher Miller ⋅ Selcuk Kopru ⋅ Senthilkumar Gopal
Mixture of Gaussian Processes with Probabilistic Circuits for Multi-Output Regression
Mingye Zhu ⋅ Zhongjie Yu ⋅ Martin Trapp ⋅ Arseny Skryagin ⋅ Kristian Kersting
Synthetic Data Augmentation for Time Series Forecasting
Kasumi Ohno ⋅ Kohei Makino ⋅ Makoto Miwa ⋅ Yutaka Sasaki
Task-conditioned modelling of drug-target interactions
Emma Svensson ⋅ Pieter-Jan Hoedt ⋅ Sepp Hochreiter ⋅ Günter Klambauer
Can deep learning models understand natural language descriptions of patient symptoms following cataract surgery?
Mohita Chowdhury ⋅ Oliver Gardiner ⋅ Ernest Lim ⋅ Aisling Higham ⋅ Nick de Pennington
Hyperbolic Image Segmentation
Mina Ghadimi Atigh ⋅ Julian Schoep ⋅ Erman Acar ⋅ Nanne van Noord ⋅ Pascal Mettes
Maximum Class Separation as Inductive Bias in One Matrix
Tejaswi Kasarla ⋅ Gertjan Burghouts ⋅ Max van Spengler ⋅ Elise van der Pol ⋅ Rita Cucchiara ⋅ Pascal Mettes
CLOOME: Contrastive Learning for Molecule Representation with Microscopy Images and Chemical Structures
Ana Sánchez Fernández ⋅ Elisabeth Rumetshofer ⋅ Sepp Hochreiter ⋅ Günter Klambauer
Boosting Multi-modal Contrastive Learning with Modern Hopfield Networks and InfoLOOB
Andreas Fürst ⋅ Elisabeth Rumetshofer ⋅ Johannes Lehner ⋅ Viet T. Tran ⋅ Fei Tang ⋅ Hubert Ramsauer ⋅ David Kreil ⋅ Michael Kopp ⋅ Günter Klambauer ⋅ Angela Bitto ⋅ Sepp Hochreiter
Global-based Deep Q-Network for Molecule Generation
Asmaa Rassil ⋅ Hiba Chougrad ⋅ Hamid Zouaki
Multi-task Representation Learning for Renewable Energy Systems
Chandana Priya Nivarthi ⋅ Stephan Vogt ⋅ Bernhard Sick
Modern Hopfield Networks for Iterative Learning on Tabular Data
Bernhard Schäfl ⋅ Lukas Gruber ⋅ Angela Bitto ⋅ Sepp Hochreiter
Delirium Prediction using Long Short-Term Memory (LSTM) in the Electronic Health Record
Siru Liu ⋅ Joseph Schlesinger ⋅ Allison McCoy ⋅ Thomas Reese ⋅ Bryan Steitz ⋅ Elise Russo ⋅ Adam Wright
A Simple Phoneme-based Error Simulator for ASR Error Correction
Mohita Chowdhury ⋅ Oliver Gardiner ⋅ Yishu Miao
Deep Learning methods for biotic and abiotic stresses detection in fruits and vegetables: state of the art and perspectives
SETON CALMETTE ARIANE HOUETOHOSSOU ⋅ Vinasetan Ratheil Houndji ⋅ Castro Hounmenou ⋅ Rachidatou SIKIROU ⋅ Romain Glèlè Kakaï
Under-Counted Tensor Completion with Neural Network-based Side Information Learner
Shahana Ibrahim ⋅ Xiao Fu ⋅ Rebecca Hutchinson ⋅ Eugene Seo
Detecting State Changes in Dynamic Neuronal Networks
Yiwei Gong ⋅ Sinead Williamson
Learning to Defer in Ranking Systems
Aparna Balagopalan ⋅ Haoran Zhang ⋅ Elizabeth Bondi-Kelly ⋅ Thomas Hartvigsen ⋅ Marzyeh Ghassemi
DaME: Data Mapping Engine for Financial Services
SHUBHI ASTHANA ⋅ Ruchi Mahindru
Improved Text Classification via Test-Time Augmentation
Helen Lu ⋅ Divya Shanmugam ⋅ Harini Suresh ⋅ John Guttag
Human-AI Interaction in Selective Prediction Systems
Elizabeth Bondi-Kelly ⋅ Raphael Koster ⋅ Hannah Sheahan ⋅ Martin Chadwick ⋅ Yoram Bachrach ⋅ Taylan Cemgil ⋅ Ulrich Paquet ⋅ Krishnamurthy Dvijotham
Self Supervised Learning in Microscopy
Aastha Jhunjhunwala ⋅ Siddha Ganju
Dynamic Head Pruning in Transformers
Prisha Satwani ⋅ yiren zhao ⋅ Vidhi Lalchand ⋅ Robert Mullins
CAM-GAN: Continual Adaptation Modules for Generative Adversarial Networks
Sakshi Varshney ⋅ Vinay Verma ⋅ Srijith PK ⋅ Piyush Rai ⋅ Lawrence Carin
Modeling Sharing Time Of Fake And Real News
Maya Zeng ⋅ Cooper Doe ⋅ Vladimir Knezevic ⋅ Francesca Spezzano ⋅ Liljana Babinkostova
Interaction Classification with Key Actor Detection in Multi-Person Sport Videos
Farzaneh Askari ⋅ Rohit Ramaprasad ⋅ James Clark ⋅ Martin Levine
Estimating Fairness in the Absence of Ground-Truth Labels
Michelle Bao ⋅ Jessica Dai ⋅ Keegan Hines ⋅ John Dickerson
Exposure Fairness in Music Recommendation
Rebecca Salganik ⋅ Fernando Diaz ⋅ Golnoosh Farnadi
DeepWear: Towards an Automated Textiles Materials Classification using a Taxonomy-based ML Approach
Shu Zhong ⋅ Miriam Ribul ⋅ Youngjun Cho ⋅ Marianna Obrist
Revisiting Graph Neural Network Embeddings
Skye Purchase ⋅ yiren zhao ⋅ Robert Mullins
Estimating the Treatment Effect of Antibiotics Exposure on the Risk of Developing Anti-Microbial Resistance
Hyewon Jeong ⋅ Kexin Yang ⋅ Ziming Wei ⋅ Yidan Ma ⋅ Intae Moon ⋅ Sanjat Kanjilal
Can we explain Aha! moments in artificial agents ?
Ikram Chraibi Kaadoud ⋅ Adrien Bennetot ⋅ Barbara Mawhin ⋅ Vicky Charisi ⋅ Natalia Diaz-Rodriguez
Multimodal Deep Learning for Weapon Detection
Parie Desai ⋅ Prajwal Saokar ⋅ William Wansing
The Role of Expert-driven Prompt Engineering for Fine-grained Zero-shot Classification in Fashion
Dhanashree Balaram ⋅ Matthew Nokleby ⋅ Thiyagarajan Ramanathan ⋅ Ajitesh Gupta Gupta ⋅ Ravi Kannan
Explaining complex system of multivariate times series behavior
Ikram Chraibi Kaadoud ⋅ Lina Fahed ⋅ Tian Tian ⋅ Yannis Haralambous ⋅ Philippe Lenca
Graph Transformer Networks for Nuclear Proliferation Detection in Urban Environments
Anastasiya Usenko ⋅ Yasanka Horawalavithana ⋅ Ellyn Ayton ⋅ Joon-Seok Kim ⋅ Svitlana Volkova
Automated Staging of Breast Cancer Histopathology Images Using Deep Learning.
Angela Crabtree ⋅ Narmada Naik ⋅ Kevin Matlock
Gaussian Process parameterized Covariance Kernels for Non-stationary Regression
Vidhi Lalchand ⋅ Talay Cheema ⋅ Laurence Aitchison ⋅ Carl Edward Rasmussen
Heart Disease Prediction Using Machine Learning Techniques
Asegunloluwa Babalola ⋅ Tekena Solomon
Trading off Utility, Informativeness, and Complexity in Emergent Communication
Mycal Tucker ⋅ Julie A Shah ⋅ Roger Levy ⋅ Noga Zaslavsky
Mitigating Online Grooming with Federated Learning
Khaoula Chehbouni ⋅ Gilles Caporossi ⋅ Reihaneh Rabbany ⋅ Martine De Cock ⋅ Golnoosh Farnadi
Towards Private and Fair Federated Learning
Sikha Pentyala ⋅ Nicola Neophytou ⋅ Anderson Nascimento ⋅ Martine De Cock ⋅ Golnoosh Farnadi
Fair Active learning by exploiting causal data structure
Sindhu C M Gowda ⋅ Haoran Zhang ⋅ Marzyeh Ghassemi
Preference-Aware Constrained Multi-Objective Bayesian Optimization
Alaleh Ahmadianshalchi ⋅ Syrine Belakaria ⋅ Janardhan Rao Doppa
Trust Me Not: Trust Scoring for Continuous Model Monitoring
Nandita Bhaskhar ⋅ Daniel Rubin ⋅ Christopher Lee-Messer
Multispectral Masked Autoencoder for Remote Sensing Representation Learning
Yibing Wei ⋅ Zhicheng Yang ⋅ Hang Zhou ⋅ Mei Han ⋅ Pedro Morgado ⋅ Jui-Hsin Lai
Adversarial Analysis of Fake News Detectors
Annat Koren ⋅ Hunter Ireland ⋅ Sandra Luo ⋅ Eryn Jagelski-Buchler ⋅ Edoardo Serra ⋅ Francesca Spezzano
Physics-Constrained Deep Learning for Climate Downscaling
Paula Harder ⋅ Qidong Yang ⋅ Venkatesh Ramesh ⋅ Prasanna Sattigeri ⋅ Alex Hernandez-Garcia ⋅ Campbell Watson ⋅ Daniela Szwarcman ⋅ David Rolnick
Mask R-CNN model for banana diseases segmentation
Neema Mduma ⋅ Christian A. Elinisa
P53 in Ovarian Cancer: Heterogenous Analysis of KeyBERT, BERTopic, PyCaret and LDAs methods
Mary Adewunmi ⋅ Richard Oveh ⋅ Christopher Yeboah ⋅ Solomon Olorundare ⋅ Ezeobi Peace
Deep Multi-Modal Structural Equations For Causal Effect Estimation With Unstructured Proxies
Shachi Deshpande ⋅ Kaiwen Wang ⋅ Dhruv Sreenivas ⋅ Zheng Li ⋅ Volodymyr Kuleshov
Pre-processing of Social Media Feeds based on Integrated Local Knowledge Base
Taiwo Kolajo ⋅ Olawande Daramola ⋅ Ayodele Adebiyi
Leveraging artificial intelligence for automatic depression detection using speech recognition.
Hewitt Tusiime ⋅ Alvin Nahabwe ⋅ Julius Kimuli ⋅ Grace Babirye
Weakly Supervised Medical Image Segmentation with Soft Labels and Noise Robust Loss
Banafshe Felfeliyan ⋅ Abhilash Rakkunedeth ⋅ Jacob Jaremko ⋅ Janet Ronsky
human trafficking detection using lockstep behaviour methods
Maricarmen Arenas ⋅ reihaneh rabbany ⋅ Golnoosh Farnadi
Efficient Hospital Management via Length of Stay prediction using Domain Adaptation
Lyse Naomi Wamba ⋅ Nyalleng Moorosi ⋅ Elaine Nsoesie ⋅ Frank Rademakers ⋅ Bart DeMoor
Reinforcement Learning for Cost to Serve
Pranavi Pathakota ⋅ Kunwar Zaid ⋅ Hardik Meisheri ⋅ Harshad Khadilkar
Dual Channel Training of Large Action Spaces in Reinforcement Learning
Pranavi Pathakota ⋅ Hardik Meisheri ⋅ Harshad Khadilkar
Robustness in Weighted Networks
Luisa Cutillo ⋅ Valeria Policastro ⋅ Annamaria Carissimo
Mapping Slums with Machine Learning and Medium-Resolution Satellite Imagery
Agatha Mattos ⋅ Michela Bertolotto ⋅ Gavin McArdle
Toward Qualitative Mechanical Problem-Solving using Hybrid AI
Shreya Banerjee ⋅ Selmer Bringsjord ⋅ Naveen Govindarajulu
You Only Live Once: Single-Life Reinforcement Learning
Annie Chen ⋅ Archit Sharma ⋅ Sergey Levine ⋅ Chelsea Finn
Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time
Caroline Choi ⋅ Huaxiu Yao ⋅ Yoonho Lee ⋅ Pang Wei Koh ⋅ Chelsea Finn
Probabilistic Querying of Continuous-Time Sequential Events
Alex Boyd ⋅ Yuxin Chang ⋅ Stephan Mandt ⋅ Padhraic Smyth
Resume Parsing using an ensemble of CNN, Bi-LSTM and CRF in a Hard Voting Predictive Approach
Scholastica N. Mallo ⋅ Francisca Nonyelum Ogwueleka ⋅ Philip Odion ⋅ Martins E. Irhebhude
Polynomials in Bayesian Problems
Lilian Wong ⋅ Evans Harrell
Respiratory Conditions (EIPH, PLH, and Mucus) in Racehorses
Allison Fisher ⋅ Warwick Bayly ⋅ Sierra Shoemaker ⋅ Julia Bagshaw ⋅ Yuan Wang ⋅ Macarena Sanz
Decomposed Linear Dynamical Systems (dLDS) for learning the latent components of neural dynamics
Noga Mudrik ⋅ Yenho Chen ⋅ Eva Yezerets ⋅ Christopher Rozell ⋅ Adam Charles
Probabilistic Interactive Segmentation for Medical Images
Hallee Wong ⋅ John Guttag ⋅ Adrian Dalca
Evaluation of Active Learning and Domain Adaptation on Health Data
Kristina Holsapple ⋅ Haoran Zhang ⋅ Marzyeh Ghassemi
Towards interpretable health monitoring and service anomaly detection in the cloud
Yueying (Lisa) Li ⋅ G. Edward Suh ⋅ Christina Delimitrou
Hearing Touch: Using Contact Microphones for Robot Manipulation
Shaden Alshammari ⋅ Victoria Dean ⋅ Tess Hellebrekers ⋅ Pedro Morgado ⋅ Abhinav Gupta
Adapting the Function Approximation Architecture in Online Reinforcement Learning
John Martin ⋅ Joseph Modayil ⋅ Fatima Davelouis ⋅ Michael Bowling