arXivDaily arXiv每日学术速递 周一至周五更新

期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9454
2206.14464 2024-03-15 cs.LG cs.AI

SPI-GAN: Denoising Diffusion GANs with Straight-Path Interpolations

Jinsung Jeon, Noseong Park

Comments Accepted at ICLR 2024 Practical ML for Developing Countries Workshop (PML4DC)

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2403.08469 2024-03-14 cs.LG cs.HC

An Analysis of Human Alignment of Latent Diffusion Models

Lorenz Linhardt, Marco Morik, Sidney Bender, Naima Elosegui Borras

Comments Accepted at the ICLR 2024 Workshop on Representational Alignment

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2403.08414 2024-03-14 cs.LG cs.AI

Causal Graph Neural Networks for Wildfire Danger Prediction

Shan Zhao, Ioannis Prapas, Ilektra Karasante, Zhitong Xiong, Ioannis Papoutsis, Gustau Camps-Valls, Xiao Xiang Zhu

Comments Accepted by ICLR 2024 Machine Learning for Remote Sensing (ML4RS) Workshop

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2403.07548 2024-03-14 cs.AI cs.LG cs.RO

Online Continual Learning For Interactive Instruction Following Agents

Byeonghwi Kim, Minhyuk Seo, Jonghyun Choi

Comments ICLR 2024 (Project page: https://bhkim94.github.io/projects/CL-ALFRED)

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2310.19208 2024-03-14 cs.CL

LitCab: Lightweight Language Model Calibration over Short- and Long-form Responses

Xin Liu, Muhammad Khalifa, Lu Wang

Comments accepted to ICLR 2024

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2310.14554 2024-03-14 cs.LG cs.AI cs.HC

Making RL with Preference-based Feedback Efficient via Randomization

Runzhe Wu, Wen Sun

Comments Accepted at ICLR 2024

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2310.07449 2024-03-14 cs.CV

PoRF: Pose Residual Field for Accurate Neural Surface Reconstruction

Jia-Wang Bian, Wenjing Bian, Victor Adrian Prisacariu, Philip Torr

Comments Accepted to ICLR 2024. Find the project page at https://porf.active.vision/

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2310.05209 2024-03-14 cs.CL cs.AI

Scaling Laws of RoPE-based Extrapolation

Xiaoran Liu, Hang Yan, Shuo Zhang, Chenxin An, Xipeng Qiu, Dahua Lin

Comments 26 pages, 12 figures, Accepted by ICLR 2024

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2310.04475 2024-03-14 cs.CL cs.AI cs.LG

Demystifying Embedding Spaces using Large Language Models

Guy Tennenholtz, Yinlam Chow, Chih-Wei Hsu, Jihwan Jeong, Lior Shani, Azamat Tulepbergenov, Deepak Ramachandran, Martin Mladenov, Craig Boutilier

Comments Accepted to ICLR 2024

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2310.04416 2024-03-14 cs.CV

Alice Benchmarks: Connecting Real World Re-Identification with the Synthetic

Xiaoxiao Sun, Yue Yao, Shengjin Wang, Hongdong Li, Liang Zheng

Comments ICLR 2024. Datasets and the online server details are available at https://sites.google.com/view/alice-benchmarks

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2310.04414 2024-03-14 cs.CV

CIFAR-10-Warehouse: Broad and More Realistic Testbeds in Model Generalization Analysis

Xiaoxiao Sun, Xingjian Leng, Zijian Wang, Yang Yang, Zi Huang, Liang Zheng

Comments ICLR 2024. https://sites.google.com/view/CIFAR-10-warehouse/

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2310.01188 2024-03-14 cs.CL cs.AI cs.HC cs.LG

Quantifying the Plausibility of Context Reliance in Neural Machine Translation

Gabriele Sarti, Grzegorz Chrupała, Malvina Nissim, Arianna Bisazza

Comments ICLR 2024 Camera Ready. Code: https://github.com/gsarti/pecore. Artifacts: https://huggingface.co/collections/gsarti/pecore-iclr-2024-65edab42e28439e21b612c2e

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2310.01082 2024-03-14 cs.LG cs.AI math.OC

Linear attention is (maybe) all you need (to understand transformer optimization)

Kwangjun Ahn, Xiang Cheng, Minhak Song, Chulhee Yun, Ali Jadbabaie, Suvrit Sra

Comments Published at ICLR 2024

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2310.00902 2024-03-14 cs.LG stat.ML

DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models

Yongchan Kwon, Eric Wu, Kevin Wu, James Zou

Comments ICLR 2024

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2309.17428 2024-03-14 cs.CL cs.AI cs.LG

CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets

Lifan Yuan, Yangyi Chen, Xingyao Wang, Yi R. Fung, Hao Peng, Heng Ji

Comments Accepted to ICLR 2024. Code is available at https://github.com/lifan-yuan/CRAFT

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2309.15048 2024-03-14 cs.LG cs.AI cs.CV

Class Incremental Learning via Likelihood Ratio Based Task Prediction

Haowei Lin, Yijia Shao, Weinan Qian, Ningxin Pan, Yiduo Guo, Bing Liu

Journal ref ICLR 2024

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2307.12375 2024-03-14 cs.CL cs.AI cs.LG

In-Context Learning Learns Label Relationships but Is Not Conventional Learning

Jannik Kossen, Yarin Gal, Tom Rainforth

Comments Accepted for publication at ICLR 2024

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2307.09249 2024-03-14 cs.LG cs.AI cs.CL

UniTabE: A Universal Pretraining Protocol for Tabular Foundation Model in Data Science

Yazheng Yang, Yuqi Wang, Guang Liu, Ledell Wu, Qi Liu

Comments ICLR 2024, 9 pages

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2307.04047 2024-03-14 cs.CV

Threshold-Consistent Margin Loss for Open-World Deep Metric Learning

Qin Zhang, Linghan Xu, Qingming Tang, Jun Fang, Ying Nian Wu, Joe Tighe, Yifan Xing

Comments Accepted to ICLR'24

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2307.02040 2024-03-14 cs.LG cs.AI

VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks

Zhaomin Wu, Junyi Hou, Bingsheng He

Journal ref The Twelfth International Conference on Learning Representations (ICLR 2024)

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2307.02037 2024-03-14 stat.ML cs.LG math.OC

Reverse Diffusion Monte Carlo

Xunpeng Huang, Hanze Dong, Yifan Hao, Yi-An Ma, Tong Zhang

Comments 44 pages, 16 figures, ICLR 2024

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2211.00635 2024-03-14 cs.CL cs.LG

Two-stage LLM Fine-tuning with Less Specialization and More Generalization

Yihan Wang, Si Si, Daliang Li, Michal Lukasik, Felix Yu, Cho-Jui Hsieh, Inderjit S Dhillon, Sanjiv Kumar

Comments ICLR 2024

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2403.07591 2024-03-13 cs.LG

Robustifying and Boosting Training-Free Neural Architecture Search

Zhenfeng He, Yao Shu, Zhongxiang Dai, Bryan Kian Hsiang Low

Comments Accepted by ICLR 2024. Code available at https://github.com/hzf1174/RoBoT

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2403.07472 2024-03-13 cs.LG

Imbalance-aware Presence-only Loss Function for Species Distribution Modeling

Robin Zbinden, Nina van Tiel, Marc Rußwurm, Devis Tuia

Comments Tackling Climate Change with Machine Learning at ICLR 2024

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2403.07366 2024-03-13 cs.CV cs.LG

Entropy is not Enough for Test-Time Adaptation: From the Perspective of Disentangled Factors

Jonghyun Lee, Dahuin Jung, Saehyung Lee, Junsung Park, Juhyeon Shin, Uiwon Hwang, Sungroh Yoon

Comments ICLR 2024 Spotlight; 26 pages, 9 figures, 20 tables;

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2403.07329 2024-03-13 cs.LG

Unknown Domain Inconsistency Minimization for Domain Generalization

Seungjae Shin, HeeSun Bae, Byeonghu Na, Yoon-Yeong Kim, Il-Chul Moon

Comments 25 pages, 7 figures, Accepted to the twelfth International Conference on Learninig Representations (ICLR 24)

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2403.07282 2024-03-13 cs.LG

Enhancing Transfer Learning with Flexible Nonparametric Posterior Sampling

Hyungi Lee, Giung Nam, Edwin Fong, Juho Lee

Comments ICLR 2024

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2403.06914 2024-03-13 cs.CL cs.AI

MEND: Meta dEmonstratioN Distillation for Efficient and Effective In-Context Learning

Yichuan Li, Xiyao Ma, Sixing Lu, Kyumin Lee, Xiaohu Liu, Chenlei Guo

Comments ICLR 2024

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2403.06569 2024-03-13 cs.LG cs.RO

Enhancing Joint Motion Prediction for Individuals with Limb Loss Through Model Reprogramming

Sharmita Dey, Sarath R. Nair

Journal ref ICLR 2024 Workshop: Learning from Time Series for Health

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2403.01841 2024-03-13 cs.CL cs.LG

Making Pre-trained Language Models Great on Tabular Prediction

Jiahuan Yan, Bo Zheng, Hongxia Xu, Yiheng Zhu, Danny Z. Chen, Jimeng Sun, Jian Wu, Jintai Chen

Comments Accepted to ICLR 2024 as spotlight presentation (Notable Top 5%). OpenReview link is https://openreview.net/forum?id=anzIzGZuLi, codes will be available at https://github.com/jyansir/tp-berta

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