Machine Learning · Computer Science
Revisiting Self-Training for Neural Sequence Generation
Junxian He, Jiatao Gu, Jiajun Shen, Marc'Aurelio Ranzato
2020-10-20
Computation and Language · Computer Science
Generating Sequences by Learning to Self-Correct
Sean Welleck, Ximing Lu, Peter West, Faeze Brahman +3
2022-11-02
Machine Learning · Computer Science
Self-critical Sequence Training for Image Captioning
Steven J. Rennie, Etienne Marcheret, Youssef Mroueh, Jarret Ross +1
2017-11-17
Computer Vision and Pattern Recognition · Computer Science
Restore from Restored: Video Restoration with Pseudo Clean Video
Seunghwan Lee, Donghyeon Cho, Jiwon Kim, Tae Hyun Kim
2021-03-17
Computation and Language · Computer Science
Simple Recurrence Improves Masked Language Models
Tao Lei, Ran Tian, Jasmijn Bastings, Ankur P. Parikh
2022-05-25
Computation and Language · Computer Science
Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting
Wangchunshu Zhou, Tao Ge, Canwen Xu, Ke Xu +1
2021-09-27
Computation and Language · Computer Science
Posterior-regularized REINFORCE for Instance Selection in Distant Supervision
Qi Zhang, Siliang Tang, Xiang Ren, Fei Wu +2
2019-04-18
Computational Engineering, Finance, and Science · Computer Science
STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
Daiheng Zhang, Shiyang Zhang, Sizhuang He, Yangtian Zhang +2
2026-03-05
Computer Vision and Pattern Recognition · Computer Science
Restore from Restored: Single Image Denoising with Pseudo Clean Image
Seunghwan Lee, Dongkyu Lee, Donghyeon Cho, Jiwon Kim +1
2020-11-19
Machine Learning · Computer Science
BASIS: Batchwise Advantage Estimation from Single-Rollout Information Sharing for LLM Reasoning
Shijin Gong, Erhan Xu, Kai Ye, Francesco Quinzan +2
2026-05-27
Machine Learning · Computer Science
A Simple Algorithm for Semi-supervised Learning with Improved Generalization Error Bound
Ming Ji, Tianbao Yang, Binbin Lin, Rong Jin +1
2012-07-03
Computation and Language · Computer Science
A Self-Refinement Strategy for Noise Reduction in Grammatical Error Correction
Masato Mita, Shun Kiyono, Masahiro Kaneko, Jun Suzuki +1
2020-10-08
Computer Vision and Pattern Recognition · Computer Science
Towards Good Practices on Building Effective CNN Baseline Model for Person Re-identification
Fu Xiong, Yang Xiao, Zhiguo Cao, Kaicheng Gong +2
2018-07-31
Machine Learning · Computer Science
Rethinking Early Stopping: Refine, Then Calibrate
Eugène Berta, David Holzmüller, Michael I. Jordan, Francis Bach
2025-06-26
Computer Vision and Pattern Recognition · Computer Science
Consensus-based Sequence Training for Video Captioning
Sang Phan, Gustav Eje Henter, Yusuke Miyao, Shin'ichi Satoh
2017-12-29