Poster

Wed 9:00

A time-resolved theory of information encoding in recurrent neural networks
Rainer Engelken · Sven Goedeke

Poster

Thu 9:00

A Mean-Field Game Approach to Cloud Resource Management with Function Approximation
Weichao Mao · Haoran Qiu · Chen Wang · Hubertus Franke · Zbigniew Kalbarczyk · Ravishankar Iyer · Tamer Basar

Poster

Tue 9:00

Deep Generalized Schrödinger Bridge
Guan-Horng Liu · Tianrong Chen · Oswin So · Evangelos Theodorou

Workshop

Mean-field analysis for heavy ball methods: Dropout-stability, connectivity, and global convergence
Diyuan Wu · Vyacheslav Kungurtsev · Marco Mondelli

Poster

Tue 14:00

Mesoscopic modeling of hidden spiking neurons
Shuqi Wang · Valentin Schmutz · Guillaume Bellec · Wulfram Gerstner

Poster

Thu 9:00

Learning NP-Hard Multi-Agent Assignment Planning using GNN: Inference on a Random Graph and Provable Auction-Fitted Q-learning
HYUNWOOK KANG · Taehwan Kwon · Jinkyoo Park · James R. Morrison

Poster

Wed 9:00

Two-layer neural network on infinite dimensional data: global optimization guarantee in the mean-field regime
Naoki Nishikawa · Taiji Suzuki · Atsushi Nitanda · Denny Wu

Poster

Trajectory Inference via Mean-field Langevin in Path Space
Lénaïc Chizat · Stephen Zhang · Matthieu Heitz · Geoffrey Schiebinger

Workshop

Dynamical Mean Field Theory of Kernel Evolution in Wide Neural Networks
Blake Bordelon · Cengiz Pehlevan

Poster

Thu 9:00

On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC)
Washim Mondal · Mridul Agarwal · Vaneet Aggarwal · Satish Ukkusuri