NeurIPS 2024 Workshop MLNCP Submissions

Information Bottleneck of Quantum Neural Networks
Juexiao Wang, Myeongsu Kim, Sabre Kais
- Published: 17 Oct 2024, Last Modified: 08 Dec 2024
- MLNCP Poster
- Readers: Everyone
Quantum Generative Adversarial Networks for High Energy Physics Simulations
Rey Guadarrama, Sergei Gleyzer, Konstantin Matchev, Katia Matcheva, Kyoungchul Kong, Gopal Ramesh Dahale, Mariia Baidachna, Haydee Hernández-Arellano, Isabel Pedraza
- Published: 17 Oct 2024, Last Modified: 06 Dec 2024
- MLNCP Poster
- Readers: Everyone
A cookbook for hardware-friendly implicit learning on static data
Maxence Ernoult, Rasmus Høier, Jack Kendall
- Published: 17 Oct 2024, Last Modified: 06 Dec 2024
- MLNCP Poster
- Readers: Everyone
Quantum Diffusion Model for Quark and Gluon Jet Generation
Mariia Baidachna, Sergei Gleyzer, Konstantin Matchev, Katia Matcheva, Kyoungchul Kong, Gopal Ramesh Dahale, Isabel Pedraza, Tom Magorsch, Rey Guadarrama
- Published: 17 Oct 2024, Last Modified: 05 Dec 2024
- MLNCP Poster
- Readers: Everyone
Dyadic Learning in Recurrent and Feedforward Models
Rasmus Høier, Kirill Kalinin, Maxence Ernoult, Christopher Zach
- Published: 17 Oct 2024, Last Modified: 07 Dec 2024
- MLNCP Oral
- Readers: Everyone
Noise Aware Finetuning for Analog Non-Linear Dot Product Engine
Lei Zhao, Luca Buonanno, Aishwarya Natarajan, Jim Ignowski, Giacomo Pedretti
- Published: 17 Oct 2024, Last Modified: 07 Dec 2024
- MLNCP Poster
- Readers: Everyone
Gaussian Process Predictions with Uncertain Inputs Enabled by Uncertainty-Tracking Processor Architectures
Janith Petangoda, Chatura Samarakoon, Phillip Stanley-Marbell
- Published: 17 Oct 2024, Last Modified: 15 Dec 2024
- MLNCP Poster
- Readers: Everyone
Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML
Siddhant Dutta, Pavana P Karanth, Pedro Maciel Xavier, Iago Leal de Freitas, Nouhaila Innan, Sadok Ben Ben Yahia, Muhammad Shafique, David E. Bernal Neira
- Published: 17 Oct 2024, Last Modified: 08 Dec 2024
- MLNCP Poster
- Readers: Everyone
Designing Polaritonic Integrated Circuits for Quantum Processing
Mathias Van Regemortel, Wolfger Peelaers, Thomas Van Vaerenbergh
- Published: 17 Oct 2024, Last Modified: 06 Dec 2024
- MLNCP Poster
- Readers: Everyone
Equivariant Quantum Neural Networks for Image Clasification
NeurIPS 2024 Workshop MLNCP Submission47 Authors
- 12 Sept 2024 (modified: 17 Oct 2024)
- Submitted to MLNCP
- Readers: Everyone
Annealing Machine-assisted Learning of Graph Neural Network for Combinatorial Optimization
Pablo Loyola, Kento Hasegawa, Andrés Hoyos-Idrobo, Kazuo Ono, Toyotaro Suzumura, Yu Hirate, Masanao Yamaoka
- Published: 17 Oct 2024, Last Modified: 07 Dec 2024
- MLNCP Poster
- Readers: Everyone
Regularizing the Infinite: Improved Generalization Performance with Deep Equilibrium Models
Babak Rahmani, Jannes Gladrow, Kirill Kalinin, Heiner Kremer, Christos Gkantsidis, Hitesh Ballani
- Published: 17 Oct 2024, Last Modified: 10 Dec 2024
- MLNCP Poster
- Readers: Everyone
Thermodynamic Bayesian Inference
Maxwell Aifer, Kaelan Donatella, Samuel Duffield, Denis Melanson, Phoebe Klett, Gavin Crooks, Antonio J Martinez, Patrick J. Coles
- Published: 17 Oct 2024, Last Modified: 17 Oct 2024
- MLNCP Poster
- Readers: Everyone
Hyperspectral Compute-In-Memory: An Opto-Electronic Computing Architecture Enabling Compute Density Beyond PetaOPS/mm$^2$
Myoung-Gyun Suh, ByoungJun Park, Mostafa Honari Latifpour, Yoshihisa Yamamoto
- Published: 17 Oct 2024, Last Modified: 02 Dec 2024
- MLNCP Poster
- Readers: Everyone
Bulk Bitwise Accumulation in Commercial DRAM
Tatsuya Kubo, Masayuki Usui, Tomoya Nagatani, Daichi Tokuda, Lei Qu, Ting Cao, Shinya Takamaeda-Yamazaki
- Published: 17 Oct 2024, Last Modified: 08 Dec 2024
- MLNCP Oral
- Readers: Everyone
High-speed secure random number generator co-processors for privacy-preserving machine learning
Shannon Egan
- Published: 17 Oct 2024, Last Modified: 07 Dec 2024
- MLNCP Poster
- Readers: Everyone
A primer on in vitro biological neural networks
Frithjof Gressmann, Ashley Chen, Lily Hexuan Xie, Sarah Dowden, Nancy Amato, Lawrence Rauchwerger
- Published: 17 Oct 2024, Last Modified: 05 Dec 2024
- MLNCP Poster
- Readers: Everyone
A Diagonal State Space Model on Loihi 2 for Efficient Streaming Sequence Processing
Svea Marie Meyer, Philipp Weidel, Plank Philipp, Leobardo Campos-Macias, Sumit Bam Shrestha, Philipp Stratmann, Jonathan Timcheck, Mathis Richter
- Published: 17 Oct 2024, Last Modified: 12 Dec 2024
- MLNCP Oral
- Readers: Everyone
Lie-Equivariant Quantum Graph Neural Networks
Jogi Suda Neto, Roy Thomas Forestano, Sergei Gleyzer, Kyoungchul Kong, Konstantin Matchev, Katia Matcheva
- Published: 17 Oct 2024, Last Modified: 22 Nov 2024
- MLNCP Poster
- Readers: Everyone
Analog Bayesian neural networks are insensitive to the shape of the weight distribution
Ravi Ghanshyam Patel, Tianyao Patrick Xiao, Sapan Agarwal, Christopher Bennett
- Published: 17 Oct 2024, Last Modified: 06 Dec 2024
- MLNCP Poster
- Readers: Everyone
Training Machine Learning Models with Ising Machines
Sayantan Pramanik, Kaumudibikash Goswami, Sourav Chatterjee, M Girish Chandra
- Published: 17 Oct 2024, Last Modified: 05 Nov 2024
- MLNCP Oral
- Readers: Everyone
Photonic KAN: a Kolmogorov-Arnold Network Inspired Efficient Photonic Neuromorphic Architecture
Yiwei Peng, Sean Hooten, Thomas Van Vaerenbergh, Xian Xiao, Marco Fiorentino, Raymond G Beausoleil
- Published: 17 Oct 2024, Last Modified: 04 Dec 2024
- MLNCP Oral
- Readers: Everyone
Advancing Neuromorphic Computing Algorithms and Systems with NeuroBench
Jason Yik, Charlotte Frenkel, Vijay Janapa Reddi
- Published: 17 Oct 2024, Last Modified: 07 Dec 2024
- MLNCP Poster
- Readers: Everyone
Improving Analog Neural Network Robustness: A Noise-Agnostic Approach with Explainable Regularizations
Alice Duque, Pedro Freire, Egor Manuylovich, Sergei K. Turitsyn, Jaroslaw E. Prilepsky, Dmitrii Stoliarov
- Published: 17 Oct 2024, Last Modified: 19 Nov 2024
- MLNCP Poster
- Readers: Everyone
A Fully Analog Pipeline for Portfolio Optimization
James S. Cummins, Natalia Berloff
- Published: 17 Oct 2024, Last Modified: 13 Nov 2024
- MLNCP Poster
- Readers: Everyone