Continual HyperTransformer: A Meta-Learner for Continual Few-Shot Learning

Max Vladymyrov, Andrey Zhmoginov, Mark Sandler.

Action editor: Jake Snell.

openreview.net/forum?id=zdtSq…

#forgetting #cnn #hypertransformer

Federated Learning with Convex Global and Local Constraints

Chuan He, Le Peng, Ju Sun.

Action editor: Alain Oliviero Durmus.

openreview.net/forum?id=qItxV…

#unconstrained #constraints #constrained

Group Fairness in Reinforcement Learning via Multi-Objective Rewards

Jack Blandin, Ian A. Kash.

Action editor: Lihong Li.

openreview.net/forum?id=cueEU…

#reinforcement #reward #fairness

On Good Practices for Task-Specific Distillation of Large Pretrained Visual Models

Juliette Marrie, Michael Arbel, Julien Mairal, Diane Larlus.

Action editor: Vincent Fortuin.

openreview.net/forum?id=oyISa…

#recognition #pretrained #models

Dynamic Online Ensembles of Basis Expansions

Daniel Waxman, Petar Djuric.

Action editor: Vincent Fortuin.

openreview.net/forum?id=aVOzW…

#ensembling #ensemble #models

IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning

Prashant Shivaram Bhat, Bharath Chennamkulam Renjith, Elahe Arani, Bahram Zonooz.

Action editor: Ahmad Beirami.

openreview.net/forum?id=p1a6r…

#forgetting #regularization #cont

Improving Subgraph-GNNs via Edge-Level Ego-Network Encodings

Nurudin Alvarez-Gonzalez, Andreas Kaltenbrunner, Vicenç Gómez.

Action editor: Giannis Nikolentzos.

openreview.net/forum?id=N0Sc0…

#graph s #graph #edge

DP-ImgSyn: Dataset Alignment for Obfuscated, Differentially Private Image Synthesis

Efstathia Soufleri, Deepak Ravikumar, Kaushik Roy.

Action editor: Kamalika Chaudhuri.

openreview.net/forum?id=KleJZ…

#adversarial #gans #generative

Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers

Aleksandar Stanić, Sergi Caelles, Michael Tschannen.

Action editor: Jiajun Wu.

openreview.net/forum?id=WYGiq…

#visual #tasks #subtasks

From Stability to Chaos: Analyzing Gradient Descent Dynamics in Quadratic Regression

Xuxing Chen, Krishna Balasubramanian, Promit Ghosal, Bhavya Kumar Agrawalla.

Action editor: Jeffrey Pennington.

openreview.net/forum?id=Wiklo…

#phases #bifurcation #chaotic

Using Skew to Assess the Quality of GAN-generated Image Features

Lorenzo Luzi, Helen Jenne, Carlos Ortiz Marrero, Ryan Murray.

Action editor: Masha Itkina.

openreview.net/forum?id=Io3jD…

#gan s #inception #gan

Reproducibility Study of 'Explaining RL Decisions with Trajectories'

Clio Feng, Colin Bot, Bart den Boef, Bart Aaldering.

Action editor: Mohammad Ghavamzadeh.

openreview.net/forum?id=JQoWm…

#trajectories #environments #seaquest

Identify Ambiguous Tasks Combining Crowdsourced Labels by Weighting Areas Under the Margin

Tanguy Lefort, Benjamin Charlier, Alexis Joly, Joseph Salmon.

Action editor: Sebastian Tschiatschek.

openreview.net/forum?id=raD84…

#crowdsourcing #crowdsourced #supervised

DSI2I: Dense Style for Unpaired Exemplar-based Image-to- Image Translation

Baran Ozaydin, Tong Zhang, Sabine Susstrunk, Mathieu Salzmann.

Action editor: Sungwoong Kim.

openreview.net/forum?id=mrJi5…

#stylize #adversarial #exemplar

A Survey of Temporal Credit Assignment in Deep Reinforcement Learning

Eduardo Pignatelli, Johan Ferret, Matthieu Geist, Thomas Mesnard, Hado van Hasselt, Laura Toni.

Action editor: Marcello Restelli.

openreview.net/forum?id=bNtr6…

#reinforcement #credit #actions

Improving Diffusion Models for Scene Text Editing with Dual Encoders

Jiabao Ji, Guanhua Zhang, Zhaowen Wang, Bairu Hou, Zhifei Zhang, Brian L. Price, Shiyu Chang.

Action editor: Hongsheng Li.

openreview.net/forum?id=yL15y…

#gans #text #editing

Continuous U-Net: Faster, Greater and Noiseless

Chun-Wun Cheng, Christina Runkel, Lihao Liu et al..

Action editor: Hongsheng Li.

openreview.net/forum?id=ongi2…

#segmentation #encoder #net

Decentralized Decoupled Training for Federated Long-Tailed Learning

Wenkai Yang, Deli Chen, Hao Zhou, Fandong Meng, Jie Zhou, Xu Sun.

Action editor: Bo Li.

openreview.net/forum?id=hw7in…

#federated_learning_experiments #classifier #datasets

FedConv: Enhancing Convolutional Neural Networks for Handling Data Heterogeneity in Federated Lea...

Peiran Xu, Zeyu Wang, Jieru Mei, Liangqiong Qu, Alan Yuille, Cihang Xie, Yuyin Zhou.

Action editor: Pin-Yu Chen.

openreview.net/forum?id=bzTfO…

#cnns #architectura

Understanding Sparse Neural Networks from their Topology via Multipartite Graph Representations

Elia Cunegatti, Matteo Farina, Doina Bucur, Giovanni Iacca.

Action editor: Antonio Vergari.

openreview.net/forum?id=Egb0t…

#layers #topological #network