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Poster
Tue 14:00 Real-Valued Backpropagation is Unsuitable for Complex-Valued Neural Networks
Zhi-Hao Tan · Yi Xie · Yuan Jiang · Zhi-Hua Zhou
Affinity Workshop
Detecting Synthetic Opioids with NQR Spectroscopy and Complex-Valued Signal Denoising
Amber Day · Natalie Klein · Michael Malone · Harris Mason · Sinead Williamson
Poster
Wed 14:00 Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation via Linear Reward Shaping
Hao Sun · Lei Han · Rui Yang · Xiaoteng Ma · Jian Guo · Bolei Zhou
Poster
Thu 9:00 Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions
Andrew Jesson · Alyson Douglas · Peter Manshausen · Maëlys Solal · Nicolai Meinshausen · Philip Stier · Yarin Gal · Uri Shalit
Workshop
Fri 7:25 Beyond Safety: Toward a Value-Sensitive Approach to the Design of AI Systems. Alexander J. Fiannaca, Cynthia L. Bennett, Shaun Kane, Meredith Ringel Morris
Workshop
VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training
Jason Yecheng Ma · Shagun Sodhani · Dinesh Jayaraman · Osbert Bastani · Vikash Kumar · Amy Zhang
Workshop
Fri 12:25 Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors
Thomas Hartvigsen · Swami Sankaranarayanan · Hamid Palangi · Yoon Kim · Marzyeh Ghassemi
Poster
Wed 14:00 Rethinking and Improving Robustness of Convolutional Neural Networks: a Shapley Value-based Approach in Frequency Domain
Yiting Chen · Qibing Ren · Junchi Yan
Poster
Tue 9:00 Deciding What to Model: Value-Equivalent Sampling for Reinforcement Learning
Dilip Arumugam · Benjamin Van Roy
Poster
Tue 9:00 Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective Inference
Vo Nguyen Le Duy · Shogo Iwazaki · Ichiro Takeuchi
Workshop
Proto-Value Networks: Scaling Representation Learning with Auxiliary Tasks
Jesse Farebrother · Joshua Greaves · Rishabh Agarwal · Charline Le Lan · Ross Goroshin · Pablo Samuel Castro · Marc Bellemare
Workshop
Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors
Thomas Hartvigsen · Swami Sankaranarayanan · Hamid Palangi · Yoon Kim · Marzyeh Ghassemi