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Poster
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Fri 11:00
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Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuse
Samuel Lippl · Jack Lindsey
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Poster
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Thu 11:00
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GO4Align: Group Optimization for Multi-Task Alignment
Jiayi Shen · Qi Wang · Zehao Xiao · Nanne van Noord · Marcel Worring
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Workshop
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BAKU: An Efficient Transformer for Multi-Task Policy Learning
Siddhant Haldar · Zhuoran Peng · Lerrel Pinto
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Poster
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Fri 11:00
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AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers
Jake Grigsby · Justin Sasek · Samyak Parajuli · Ikechukwu D. Adebi · Amy Zhang · Yuke Zhu
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Poster
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Wed 16:30
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SureMap: Simultaneous mean estimation for single-task and multi-task disaggregated evaluation
Misha Khodak · Lester Mackey · Alexandra Chouldechova · Miro Dudik
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Workshop
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Exploring Task Affinities through NTK Alignment and Early Training Dynamics in Multi-Task Learning
Yoann Morello · Emilie Grégoire · Sam Verboven
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Workshop
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Sat 12:00
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SureMap: Simultaneous mean estimation for single-task and multi-task disaggregated evaluation
Misha Khodak · Lester Mackey · Miro Dudik · Alexandra Chouldechova
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Poster
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Thu 16:30
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Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters
Yifei Xia · Fangcheng Fu · Wentao Zhang · Jiawei Jiang · Bin CUI
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Poster
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Wed 11:00
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Federated Natural Policy Gradient and Actor Critic Methods for Multi-task Reinforcement Learning
Tong Yang · Shicong Cen · Yuting Wei · Yuxin Chen · Yuejie Chi
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Poster
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Wed 11:00
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Regularized Conditional Diffusion Model for Multi-Task Preference Alignment
Xudong Yu · Chenjia Bai · Haoran He · Changhong Wang · Xuelong Li
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Workshop
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Multi-task Learning yields Disentangled World Models: Impact and Implications
Pantelis Vafidis · Aman Bhargava · Antonio Rangel
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Poster
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Thu 11:00
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Adversarially Robust Multi-task Representation Learning
Austin Watkins · Thanh Nguyen-Tang · Enayat Ullah · Raman Arora
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