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50 Results
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Workshop
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AutoFT: Robust Fine-Tuning by Optimizing Hyperparameters on OOD Data Caroline Choi · Yoonho Lee · Annie Chen · Allan Zhou · Aditi Raghunathan · Chelsea Finn |
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Workshop
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EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning Raja Sekhar Reddy Mekala · Yasaman Razeghi · Sameer Singh |
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Workshop
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AutoMix: Mixing Models with Few-shot Self and Meta Verification Aman Madaan · Pranjal Aggarwal · Ankit Anand · Srividya Pranavi Potharaju · Swaroop Mishra · Pei Zhou · Aditya Gupta · Dheeraj Rajagopal · Yiming Yang · Shyam Upadhyay · - Mausam · Manaal Faruqui |
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Poster
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Wed 15:00 |
Revisiting Logistic-softmax Likelihood in Bayesian Meta-Learning for Few-Shot Classification Tianjun Ke · Haoqun Cao · Zenan Ling · Feng Zhou |
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Poster
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Tue 15:15 |
Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Qi-Wei Wang · Da-Wei Zhou · Yi-Kai Zhang · De-Chuan Zhan · Han-Jia Ye |
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Poster
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Wed 15:00 |
DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation Kaipeng Zheng · Huishuai Zhang · Weiran Huang |
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Poster
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Wed 8:45 |
Understanding Few-Shot Learning: Measuring Task Relatedness and Adaptation Difficulty via Attributes Minyang Hu · Hong Chang · Zong Guo · Bingpeng MA · Shiguang Shan · Xilin Chen |
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Poster
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Wed 8:45 |
Fairness-guided Few-shot Prompting for Large Language Models Huan Ma · Changqing Zhang · Yatao Bian · Lemao Liu · Zhirui Zhang · Peilin Zhao · Shu Zhang · Huazhu Fu · Qinghua Hu · Bingzhe Wu |
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Poster
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Thu 15:00 |
FD-Align: Feature Discrimination Alignment for Fine-tuning Pre-Trained Models in Few-Shot Learning Kun Song · Huimin Ma · Bochao Zou · Huishuai Zhang · Weiran Huang |
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Workshop
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PREMIER-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss Ruijie Zheng · Yongyuan Liang · Xiyao Wang · Shuang Ma · Hal Daumé III · Huazhe Xu · John Langford · Praveen Palanisamy · Kalyan Basu · Furong Huang |
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Workshop
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PREMIER-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss Ruijie Zheng · Yongyuan Liang · Xiyao Wang · Shuang Ma · Hal Daumé III · Huazhe Xu · John Langford · Praveen Palanisamy · Kalyan Basu · Furong Huang |
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Workshop
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Refined Tensorial Radiance Field: Harnessing Coordinate-Based Networks for Novel View Synthesis from Sparse Inputs Mingyu Kim · Kim Jun-Seong · Se-Young Yun · Jin-Hwa Kim |