RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representationsby Jing Huang, Zhengxuan Wu, Christopher Potts,…
InterroGate: Learning to Share, Specialize, and Prune Representations for Multi-task Learningby Babak Ehteshami Bejnordi, Gaurav…
InstructEdit: Instruction-based Knowledge Editing for Large Language Modelsby Ningyu Zhang, Bozhong Tian, Siyuan Cheng, Xiaozhuan…
Fair Resource Allocation in Multi-Task Learningby Hao Ban, Kaiyi JiFirst submitted to arxiv on: 23…
Unified View of Grokking, Double Descent and Emergent Abilities: A Perspective from Circuits Competitionby Yufei…
PEMT: Multi-Task Correlation Guided Mixture-of-Experts Enables Parameter-Efficient Transfer Learningby Zhisheng Lin, Han Fu, Chenghao Liu,…
Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models…
A Large Dimensional Analysis of Multi-task Semi-Supervised Learningby Victor Leger, Romain CouilletFirst submitted to arxiv…
Federated Multi-Task Learning on Non-IID Data Silos: An Experimental Studyby Yuwen Yang, Yuxiang Lu, Suizhi…
Offline Multi-task Transfer RL with Representational Penalizationby Avinandan Bose, Simon Shaolei Du, Maryam FazelFirst submitted…