NeurIPS 2024 Workshop Compression Submissions

Layer-Importance guided Adaptive Quantization for Efficient Speech Emotion Recognition
Tushar Shinde, RITIKA JAIN, Avinash Kumar Sharma
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Accelerating Memory-Efficient LLM Training and Fine-Tuning via Tracking the Gradient Subspace
Sahar Rajabi, Sirisha Rambhatla
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
AdaQuantLM: LLM Quantization with Adaptive Bit-Widths
Shuangyi Chen, Ashish J Khisti
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Integration of Large Vision Models in Driver Monitoring Systems: Compressing and Distilling for Real-Time Automotive Applications
Georgios Markos Chatziloizos, Andrea Ancora, Andrew I. Comport, Barat Christian
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Diffusion Models With Learned Adaptive Noise
Subham Sekhar Sahoo, Aaron Gokaslan, Christopher De Sa, Volodymyr Kuleshov
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
The Rate-Distortion-Perception Trade-Off with Algorithmic Realism
Yassine Hamdi, Aaron B. Wagner, Deniz Gunduz
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
PerCo (SD): Open Perceptual Compression
Nikolai Körber
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Training-Free Visual Token Compression via Delayed Spatial Merging
Jung Hwan Heo, Seyedarmin Azizi, Arash Fayyazi, Massoud Pedram
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Wasserstein Distortion with Intrinsic $\sigma$-Maps
Yang Qiu, Ziyuan Lin, Aaron B. Wagner
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Perception Loss Function Adaptive to Rate for Learned Video Compression
Sadaf Salehkalaibar, Buu Phan, João Atz Dick, Ashish J Khisti, Jun Chen, Wei Yu
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Losslessly Compressible Neural Network Parameters
Matthew Farrugia-Roberts
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Adapting Language Models via Token Translation
Zhili Feng, Tanya Marwah, Lester Mackey, David Alvarez-Melis, Nicolo Fusi
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Fused-Layer CNNs for Memory-Efficient Inference on Microcontrollers
Mark Deutel, Frank Hannig, Christopher Mutschler, Jürgen Teich
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Neural Compression for Multispectral Satellite Images
Woojin Cho, Steve Andreas Immanuel, Junhyuk Heo, Darongsae Kwon
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
M2M-TAG: Training-Free Many-to-Many Token Aggregation for Vision Transformer Acceleration
Fanhu Zeng, Deli Yu
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
EAMQ: Environment-based Adaptive Model Quantization on Federated Reinforcement Learning
YU CHENYUE
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding
Zhenglin Wang, Jialong Wu, Yilong Lai, Congzhi Zhang, Deyu Zhou
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Getting free Bits Back from Rotational Symmetries in LLMs
Jiajun He, Gergely Flamich, José Miguel Hernández-Lobato
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Information-theoretic Generalization Analysis for Vector-Quantized VAEs
Futoshi Futami, Masahiro Fujisawa
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Mind the Gap Between Synthetic and Real: Probing Transfer Capabilities of Stable Diffusion Images
Leonhard Hennicke, Christian Medeiros Adriano, Holger Giese, Jan Mathias Koehler, Lukas Schott
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Differentiable Attention
Yancheng Wang, Dongfang Sun, Yingzhen Yang
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
What Makes for Good Image Captions?
Delong Chen, Samuel Cahyawijaya, Etsuko Ishii, Ho Shu Chan, Yejin Bang, Pascale Fung
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Neural Normalized Compression Distance and the Disconnect Between Compression and Classification
John Hurwitz, Charles K. Nicholas, Edward Raff
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Sample compression unleashed : New generalization bounds for real valued losses
Mathieu Bazinet, Valentina Zantedeschi, Pascal Germain
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone
Conditional Hallucinations for Image Compression
Till Aczel, Roger Wattenhofer
- Published: 09 Oct 2024, Last Modified: 19 Nov 2024
- Compression Workshop @ NeurIPS 2024
- Readers: Everyone