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21 Results
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Poster
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Thu 14:00 |
What Can Transformers Learn In-Context? A Case Study of Simple Function Classes Shivam Garg · Dimitris Tsipras · Percy Liang · Gregory Valiant |
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Workshop
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Sat 11:00 |
Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou · Azade Nova · aaron courville · Hugo Larochelle · Behnam Neyshabur · Hanie Sedghi |
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Workshop
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Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou · Azade Nova · aaron courville · Hugo Larochelle · Behnam Neyshabur · Hanie Sedghi |
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Workshop
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Sat 11:30 |
In-context Reinforcement Learning with Algorithm Distillation |
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Poster
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Tue 14:00 |
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Haokun Liu · Derek Tam · Mohammed Muqeeth · Jay Mohta · Tenghao Huang · Mohit Bansal · Colin Raffel |
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Workshop
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The Impact of Symbolic Representations on In-context Learning for Few-shot Reasoning Hanlin Zhang · yifan zhang · Li Erran Li · Eric Xing |
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Workshop
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In-context Reinforcement Learning with Algorithm Distillation Michael Laskin · Luyu Wang · Junhyuk Oh · Emilio Parisotto · Stephen Spencer · Richie Steigerwald · DJ Strouse · Steven Hansen · Angelos Filos · Ethan Brooks · Maxime Gazeau · Himanshu Sahni · Satinder Singh · Volodymyr Mnih |
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Workshop
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In-context Reinforcement Learning with Algorithm Distillation Michael Laskin · Luyu Wang · Junhyuk Oh · Emilio Parisotto · Stephen Spencer · Richie Steigerwald · DJ Strouse · Steven Hansen · Angelos Filos · Ethan Brooks · Maxime Gazeau · Himanshu Sahni · Satinder Singh · Volodymyr Mnih |
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Workshop
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In-Context Policy Iteration Ethan Brooks · Logan Walls · Richard L Lewis · Satinder Singh |
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Poster
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Wed 14:00 |
Data Distributional Properties Drive Emergent In-Context Learning in Transformers Stephanie Chan · Adam Santoro · Andrew Lampinen · Jane Wang · Aaditya Singh · Pierre Richemond · James McClelland · Felix Hill |
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Workshop
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Transformers generalize differently from information stored in context vs in weights Stephanie Chan · Ishita Dasgupta · Junkyung Kim · Dharshan Kumaran · Andrew Lampinen · Felix Hill |
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Poster
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Wed 14:00 |
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners Zhenhailong Wang · Manling Li · Ruochen Xu · Luowei Zhou · Jie Lei · Xudong Lin · Shuohang Wang · Ziyi Yang · Chenguang Zhu · Derek Hoiem · Shih-Fu Chang · Mohit Bansal · Heng Ji |