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Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Population-Based Black-Box Optimization for Biological Sequence Design
In Poster Session 30
Christof Angermueller · David Belanger · Andreea Gane · Zelda Mariet · David Dohan · Kevin Murphy · Lucy Colwell · D. Sculley
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Don't Waste Your Bits! Squeeze Activations and Gradients for Deep Neural Networks via TinyScript
In Poster Session 30
Fangcheng Fu · Yuzheng Hu · Yihan He · Jiawei Jiang · Yingxia Shao · Ce Zhang · Bin Cui
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Improved Communication Cost in Distributed PageRank Computation – A Theoretical Study
In Poster Session 30
Siqiang Luo
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
On the Convergence of Nesterov's Accelerated Gradient Method in Stochastic Settings
In Poster Session 30
Mahmoud Assran · Michael Rabbat
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
TrajectoryNet: A Dynamic Optimal Transport Network for Modeling Cellular Dynamics
In Poster Session 30
Alexander Tong · Jessie Huang · Guy Wolf · David van Dijk · Smita Krishnaswamy
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Causal Effect Identifiability under Partial-Observability
In Poster Session 30
Sanghack Lee · Elias Bareinboim
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Adaptive Droplet Routing in Digital Microfluidic Biochips Using Deep Reinforcement Learning
In Poster Session 30
Tung-Che Liang · Zhanwei Zhong · Yaas Bigdeli · Tsung-Yi Ho · Krishnendu Chakrabarty · Richard Fair
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Eliminating the Invariance on the Loss Landscape of Linear Autoencoders
In Poster Session 30
Reza Oftadeh · Jiayi Shen · Zhangyang “Atlas” Wang · Dylan Shell
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Robust Bayesian Classification Using An Optimistic Score Ratio
In Poster Session 30
Viet Anh Nguyen · Nian Si · Jose Blanchet
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Sequential Cooperative Bayesian Inference
In Poster Session 30
Junqi Wang · Pei Wang · Patrick Shafto
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Learning Opinions in Social Networks
In Poster Session 30
Vincent Conitzer · Debmalya Panigrahi · Hanrui Zhang
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Stabilizing Transformers for Reinforcement Learning
In Poster Session 30
Emilio Parisotto · Francis Song · Jack Rae · Razvan Pascanu · Caglar Gulcehre · Siddhant Jayakumar · Max Jaderberg · Raphael Lopez Kaufman · Aidan Clark · Seb Noury · Matthew Botvinick · Nicolas Heess · Raia Hadsell
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Learning Structured Latent Factors from Dependent Data:A Generative Model Framework from Information-Theoretic Perspective
In Poster Session 30
Ruixiang ZHANG · Masanori Koyama · Katsuhiko Ishiguro
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Prediction-Guided Multi-Objective Reinforcement Learning for Continuous Robot Control
In Poster Session 30
Jie Xu · Yunsheng Tian · Pingchuan Ma · Daniela Rus · Shinjiro Sueda · Wojciech Matusik
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
One Size Fits All: Can We Train One Denoiser for All Noise Levels?
In Poster Session 30
Abhiram Gnanasambandam · Stanley Chan
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Privately Learning Markov Random Fields
In Poster Session 30
Huanyu Zhang · Gautam Kamath · Janardhan Kulkarni · Steven Wu
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Hierarchical Generation of Molecular Graphs using Structural Motifs
In Poster Session 30
Wengong Jin · Regina Barzilay · Tommi Jaakkola
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Accelerating Large-Scale Inference with Anisotropic Vector Quantization
In Poster Session 30
Ruiqi Guo · Philip Sun · Erik Lindgren · Quan Geng · David Simcha · Felix Chern · Sanjiv Kumar
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Private Query Release Assisted by Public Data
In Poster Session 30
Raef Bassily · Albert Cheu · Shay Moran · Aleksandar Nikolov · Jonathan Ullman · Steven Wu
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
On Validation and Planning of An Optimal Decision Rule with Application in Healthcare Studies
In Poster Session 30
Hengrui Cai · Wenbin Lu · Rui Song
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Adversarial Risk via Optimal Transport and Optimal Couplings
In Poster Session 30
Muni Sreenivas Pydi · Varun Jog
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Second-Order Provable Defenses against Adversarial Attacks
In Poster Session 30
Sahil Singla · Soheil Feizi
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Data preprocessing to mitigate bias: A maximum entropy based approach
In Poster Session 30
L. Elisa Celis · Vijay Keswani · Nisheeth K. Vishnoi
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Learning Quadratic Games on Networks
In Poster Session 30
Yan Leng · Xiaowen Dong · Junfeng Wu · Alex `Sandy' Pentland
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Optimal Bounds between f-Divergences and Integral Probability Metrics
In Poster Session 30
Rohit Agrawal · Thibaut Horel
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Identifying Statistical Bias in Dataset Replication
In Poster Session 30
Logan Engstrom · Andrew Ilyas · Shibani Santurkar · Dimitris Tsipras · Jacob Steinhardt · Aleksander Madry
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction
In Poster Session 30
Filipe de Avila Belbute-Peres · Thomas Economon · Zico Kolter
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Schatten Norms in Matrix Streams: Hello Sparsity, Goodbye Dimension
In Poster Session 30
Vladimir Braverman · Robert Krauthgamer · Aditya Krishnan · Roi Sinoff
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Adaptive Estimator Selection for Off-Policy Evaluation
In Poster Session 30
Yi Su · Pavithra Srinath · Akshay Krishnamurthy
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Abstraction Mechanisms Predict Generalization in Deep Neural Networks
In Poster Session 30
Alex Gain · Hava Siegelmann
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Online Bayesian Moment Matching based SAT Solver Heuristics
In Poster Session 30
Haonan Duan · Saeed Nejati · George Trimponias · Pascal Poupart · Vijay Ganesh
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Robust and Stable Black Box Explanations
In Poster Session 30
Hima Lakkaraju · Nino Arsov · Osbert Bastani
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
The Neural Tangent Kernel in High Dimensions: Triple Descent and a Multi-Scale Theory of Generalization
In Poster Session 30
Ben Adlam · Jeffrey Pennington
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
The Differentiable Cross-Entropy Method
In Poster Session 30
Brandon Amos · Denis Yarats
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Dynamics of Deep Neural Networks and Neural Tangent Hierarchy
In Poster Session 30
Jiaoyang Huang · Horng-Tzer Yau
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics
In Poster Session 30
Debjani Saha · Candice Schumann · Duncan McElfresh · John P Dickerson · Michelle Mazurek · Michael Tschantz
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
An Optimistic Perspective on Offline Deep Reinforcement Learning
In Poster Session 30
Rishabh Agarwal · Dale Schuurmans · Mohammad Norouzi
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Implicit Generative Modeling for Efficient Exploration
In Poster Session 30
Neale Ratzlaff · Qinxun Bai · Fuxin Li · Wei Xu
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
The Cost-free Nature of Optimally Tuning Tikhonov Regularizers and Other Ordered Smoothers
In Poster Session 30
Pierre C Bellec · Dana Yang
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Reinforcement Learning for Integer Programming: Learning to Cut
In Poster Session 30
Yunhao Tang · Shipra Agrawal · Yuri Faenza
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods
In Poster Session 30
Daniel Y Fu · Mayee Chen · Frederic Sala · Sarah Hooper · Kayvon Fatahalian · Christopher Re
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
What can I do here? A Theory of Affordances in Reinforcement Learning
In Poster Session 30
Khimya Khetarpal · Zafarali Ahmed · Gheorghe Comanici · David Abel · Doina Precup
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Fair k-Centers via Maximum Matching
In Poster Session 30
Matthew Jones · Huy Nguyen · Thy Nguyen
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Causal Modeling for Fairness In Dynamical Systems
In Poster Session 30
Elliot Creager · David Madras · Toniann Pitassi · Richard Zemel
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Preference Modeling with Context-Dependent Salient Features
In Poster Session 30
Amanda Bower · Laura Balzano
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Efficient Non-conjugate Gaussian Process Factor Models for Spike Count Data using Polynomial Approximations
In Poster Session 30
Stephen Keeley · David Zoltowski · Yiyi Yu · Spencer Smith · Jonathan Pillow
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Efficient Intervention Design for Causal Discovery with Latents
In Poster Session 30
Raghavendra Addanki · Shiva Kasiviswanathan · Andrew McGregor · Cameron Musco
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Finite-Time Last-Iterate Convergence for Multi-Agent Learning in Games
In Poster Session 30
Tianyi Lin · Zhengyuan Zhou · Panayotis Mertikopoulos · Michael Jordan
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Moniqua: Modulo Quantized Communication in Decentralized SGD
In Poster Session 30
Yucheng Lu · Christopher De Sa
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Consistent Estimators for Learning to Defer to an Expert
In Poster Session 30
Hussein Mozannar · David Sontag
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Learnable Group Transform For Time-Series
In Poster Session 30
Romain Cosentino · Behnaam Aazhang
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Convolutional dictionary learning based auto-encoders for natural exponential-family distributions
In Poster Session 30
Bahareh Tolooshams · Andrew Song · Simona Temereanca · Demba Ba
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
InstaHide: Instance-hiding Schemes for Private Distributed Learning
In Poster Session 30
Yangsibo Huang · Zhao Song · Kai Li · Sanjeev Arora
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
On Learning Language-Invariant Representations for Universal Machine Translation
In Poster Session 30
Han Zhao · Junjie Hu · Andrej Risteski
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data
In Poster Session 30
Benjamin Coleman · Richard Baraniuk · Anshumali Shrivastava
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Message Passing Least Squares Framework and its Application to Rotation Synchronization
In Poster Session 30
Yunpeng Shi · Gilad Lerman
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 03:00 AM -- 03:45 AM (PDT)
On Relativistic f-Divergences
In Poster Session 30
Alexia Jolicoeur-Martineau
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 04:00 AM -- 04:45 AM (PDT)
Unsupervised Transfer Learning for Spatiotemporal Predictive Networks
In Poster Session 30
Zhiyu Yao · Yunbo Wang · Mingsheng Long · Jianmin Wang
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 03:00 AM -- 03:45 AM (PDT)
Spread Divergence
In Poster Session 30
Mingtian Zhang · Peter Hayes · Thomas Bird · Raza Habib · David Barber
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 04:00 AM -- 04:45 AM (PDT)
Feature-map-level Online Adversarial Knowledge Distillation
In Poster Session 30
Inseop Chung · SeongUk Park · Jangho Kim · NOJUN KWAK
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 03:00 AM -- 03:45 AM (PDT)
Optimization from Structured Samples for Coverage Functions
In Poster Session 30
Wei Chen · Xiaoming Sun · Jialin Zhang · Zhijie Zhang
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 03:00 AM -- 03:45 AM (PDT)
On Lp-norm Robustness of Ensemble Decision Stumps and Trees
In Poster Session 30
Yihan Wang · Huan Zhang · Hongge Chen · Duane Boning · Cho-Jui Hsieh
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 04:00 AM -- 04:45 AM (PDT) @ Virtual
From Chaos to Order: Symmetry and Conservation Laws in Game Dynamics
In Poster Session 30
Sai Ganesh Nagarajan · David Balduzzi · Georgios Piliouras
[ Slides] 
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 03:00 AM -- 03:45 AM (PDT)
Boosted Histogram Transform for Regression
In Poster Session 30
Yuchao Cai · Hanyuan Hang · Hanfang Yang · Zhouchen Lin
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 04:00 AM -- 04:45 AM (PDT) @ Virtual
Graph-based, Self-Supervised Program Repair from Diagnostic Feedback
In Poster Session 30
Michihiro Yasunaga · Percy Liang
[ Slides] 
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 04:00 AM -- 04:45 AM (PDT)
Online Dense Subgraph Discovery via Blurred-Graph Feedback
In Poster Session 30
Yuko Kuroki · Atsushi Miyauchi · Junya Honda · Masashi Sugiyama
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 03:00 AM -- 03:45 AM (PDT) @ Virtual
Bidirectional Model-based Policy Optimization
In Poster Session 30
Hang Lai · Jian Shen · Weinan Zhang · Yong Yu
[ Slides] 
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 04:00 AM -- 04:45 AM (PDT) @ Virtual
Adversarial Robustness via Runtime Masking and Cleansing
In Poster Session 30
Yi-Hsuan Wu · Chia-Hung Yuan · Shan-Hung (Brandon) Wu
[ Slides] 
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 04:00 AM -- 04:45 AM (PDT) @ Virtual
Safe Reinforcement Learning in Constrained Markov Decision Processes
In Poster Session 30
Akifumi Wachi · Yanan Sui
[ Slides] 
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 04:00 AM -- 04:45 AM (PDT)
Automated Synthetic-to-Real Generalization
In Poster Session 30
Wuyang Chen · Zhiding Yu · Zhangyang “Atlas” Wang · Anima Anandkumar
Poster
Wed Jul 15 04:00 PM -- 04:45 PM & Thu Jul 16 03:00 AM -- 03:45 AM (PDT)
Non-separable Non-stationary random fields
In Poster Session 30
Kangrui Wang · Oliver Hamelijnck · Theodoros Damoulas · Mark Steel