NeurIPS 2024 Workshop Continual FoMo Submissions

Foundation Models Meet Continual Learning: Recent Advances, Challenges, and Future Directions
Tarun Raheja, Nilay Pochhi
- Published: 10 Oct 2024, Last Modified: 26 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
Agent Skill Acquisition for Large Language Models via CycleQD
So Kuroki, Taishi Nakamura, Takuya Akiba, Yujin Tang
- Published: 10 Oct 2024, Last Modified: 23 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
CLoG: Benchmarking Continual Learning of Image Generation Models
Haotian Zhang, Junting Zhou, Haowei Lin, Hang Ye, Jianhua Zhu, Zihao Wang, Liangcai Gao, Yizhou Wang, Yitao Liang
- Published: 10 Oct 2024, Last Modified: 10 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
Improving Multimodal Large Language Models Using Continual Learning
Shikhar Srivastava, Md Yousuf Harun, Robik Singh Shrestha, Christopher Kanan
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
A Practitioner's Guide to Continual Multimodal Pretraining
Karsten Roth, Vishaal Udandarao, Sebastian Dziadzio, Ameya Prabhu, Mehdi Cherti, Oriol Vinyals, Olivier J Henaff, Samuel Albanie, Matthias Bethge, Zeynep Akata
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- Continual FoMo Oral
- Readers: Everyone
Demystifying Language Model Forgetting with Low-Rank Example Associations
Xisen Jin, Xiang Ren
- Published: 10 Oct 2024, Last Modified: 24 Oct 2024
- Continual FoMo Oral
- Readers: Everyone
TiC-LM: A Multi-Year Benchmark for Continual Pretraining of Language Models
Jeffrey Li, Mohammadreza Armandpour, Seyed Iman Mirzadeh, Sachin Mehta, Vaishaal Shankar, Raviteja Vemulapalli, Oncel Tuzel, Mehrdad Farajtabar, Hadi Pouransari, Fartash Faghri
- Published: 10 Oct 2024, Last Modified: 26 Oct 2024
- Continual FoMo Oral
- Readers: Everyone
Casper : Cascading Hypernetworks for Scalable Continual Learning
Tej Pandit, Dhireesha Kudithipudi
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
Differentially Private Continual Learning using Pre-Trained Models
Marlon Tobaben, Marcus Klasson, Rui Li, Arno Solin, Antti Honkela
- Published: 10 Oct 2024, Last Modified: 22 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
CUAL: Continual Uncertainty-aware Active Learner
Amanda Sofie Rios, Ibrahima Jacques Ndiour, Jaroslaw Sydir, Parual Datta, Omesh Tickoo, Nilesh Ahuja
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
Exploring Continual Fine-Tuning for Enhancing Language Ability in Large Language Model
Divyanshu Aggarwal, Sankarshan Damle, Navin Goyal, Satya Lokam, Sunayana Sitaram
- Published: 10 Oct 2024, Last Modified: 26 Oct 2024
- Continual FoMo Oral
- Readers: Everyone
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning
Huiyi Wang, Haodong Lu, Lina Yao, Dong Gong
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- Continual FoMo Oral
- Readers: Everyone
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation
Xiwen Wei, Guihong Li, Radu Marculescu
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
Testing the limits of data efficiency in experience replay
Damiano Meier, Giulia Lanzillotta, Thomas Hofmann
- Published: 10 Oct 2024, Last Modified: 27 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
Exploring the Limits of Feature Learning in Continual Learning
Jacopo Graldi, Giulia Lanzillotta, Lorenzo Noci, Benjamin F Grewe, Thomas Hofmann
- Published: 10 Oct 2024, Last Modified: 25 Oct 2024
- Continual FoMo Poster
- Readers: Everyone
Continual Learning of Foundation Models with Limited Labelled Data
Shuvendu Roy, Elham Dolatabadi, Arash Afkanpour, Ali Etemad
- Published: 10 Oct 2024, Last Modified: 24 Oct 2024
- Continual FoMo Poster
- Readers: Everyone