NeurIPS 2024 Workshop Compression Submissions

How Many Does It Take to Prune a Network: Comparing One-Shot vs. Iterative Pruning Regimes
Tomasz Wojnar, Mikołaj Janusz, Luca Benini, Yawei Li, Kamil Adamczewski
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Majority Kernels: An Approach to Leverage Big Model Dynamics for Efficient Small Model Training
Hanna Mazzawi, Pranjal Awasthi, Javier Gonzalvo, Srikumar Ramalingam
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Efficient Compression of Sparse Accelerator Data Using Implicit Neural Representations and Importance Sampling
Xihaier Luo, Samuel Lurvey, Yi Huang, Yihui Ren, Jin Huang, Byung-Jun Yoon
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Shrinking the Size of Deep Extreme Multi-Label Classification
Marco Bornstein, Tahseen Rabbani, Brian Joseph Gravelle, Furong Huang
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
An image to tailor: I-Frame Domain Adaptation in Neural Video Compression
Alberto Presta, Gabriele Spadaro, Attilio Fiandrotti, Marco Grangetto
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Efficient Model Compression Techniques with FishLeg
Jamie McGowan, Wei Sheng Lai, Weibin Chen, Henry Aldridge, Jools Clarke, Jezabel R Garcia, Rui Xia, Yilei Liang, Guillaume Hennequin, Alberto Bernacchia
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
The Trichromatic Strong Lottery Ticket Hypothesis: Neural Compression With Three Primary Supermasks
Ángel López García-Arias, Yasuyuki Okoshi, Hikari Otsuka, Daiki Chijiwa, Yasuhiro Fujiwara, Susumu Takeuchi, Masato Motomura
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Partially Frozen Random Networks Contain Compact Strong Lottery Tickets
Hikari Otsuka, Daiki Chijiwa, Ángel López García-Arias, Yasuyuki Okoshi, Kazushi Kawamura, Thiem Van Chu, Daichi Fujiki, Susumu Takeuchi, Masato Motomura
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
FV-NeRV: Neural Compression for Free Viewpoint Videos
Takuya Fujihashi, Sorachi Kato, Toshiaki Koike-Akino
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Distillation of Discrete Diffusion through Dimensional Correlations
Satoshi Hayakawa, Yuhta Takida, Masaaki Imaizumi, Hiromi Wakaki, Yuki Mitsufuji
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Unifying Subsampling Pattern Variations for Compressed Sensing MRI with Neural Operators
Armeet Singh Jatyani, Jiayun Wang, Zihui Wu, Miguel Liu-Schiaffini, Bahareh Tolooshams, Anima Anandkumar
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Prechastic Coding: An Alternative Approach to Neural Network Description Lengths
Paris Dominic Louis Flood, Pietro Lio
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
VRVQ: Variable Bitrate Residual Vector Quantization for Audio Compression
Yunkee Chae, Woosung Choi, Yuhta Takida, Junghyun Koo, Yukara Ikemiya, Zhi Zhong, Kin Wai Cheuk, Marco A. Martínez-Ramírez, Kyogu Lee, Wei-Hsiang Liao, Yuki Mitsufuji
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Unified Lookup Tables: Privacy-Preserving Foundation Models
Nikita Janakarajan, Irina Espejo Morales, Marvin Alberts, Andrea Giovannini, Matteo Manica, Antonio Foncubierta-Rodríguez
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Vector Quantization with Sorting Transformation
Hongzhi Wang, Tanveer Syeda-mahmood
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
MCUCoder: Adaptive Bitrate Learned Video Compression for IoT Devices
Ali Hojjat, Janek Haberer, Olaf Landsiedel
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
A Tighter Complexity Analysis of SparseGPT
Xiaoyu Li, Yingyu Liang, Zhenmei Shi, Zhao Song
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Weight-Sharing Method for Upsampling Layer from Feature Embedding Recursive Block
Jinwoo Hyun, YunKyong Hyon, Mira Lee, Sunju Lee, Taeyoung Ha, Young Rock Kim
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
EXAQ: Exponent Aware Quantization For LLMs Acceleration
Moran Shkolnik, Maxim Fishman, Brian Chmiel, Hilla Ben-Yaacov, Ron Banner, Kfir Yehuda Levy
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Sustainable AI: Efficient Pruning of Large Language Models in Resource-Limited Environments
Ashhadul Islam, SAMIR BELHAOUARI, Amine Bermak
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone