AAAI - arXivDaily 期刊&会议

2302.02070 2024-01-19 cs.CV cs.LG

Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image Classification

Bohan Li, Xiao Xu, Xinghao Wang, Yutai Hou, Yunlong Feng, Feng Wang, Xuanliang Zhang, Qingfu Zhu, Wanxiang Che

Comments AAAI 2024

2401.09334 2024-01-18 cs.CL cs.AI

Large Language Models Are Neurosymbolic Reasoners

Meng Fang, Shilong Deng, Yudi Zhang, Zijing Shi, Ling Chen, Mykola Pechenizkiy, Jun Wang

Comments Accepted by AAAI 2024

2401.09067 2024-01-18 cs.LG cs.AI cs.CV

Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding

Depeng Li, Tianqi Wang, Junwei Chen, Qining Ren, Kenji Kawaguchi, Zhigang Zeng

Comments Accepted to AAAI 2024

2401.08936 2024-01-18 cs.AI cs.LG

DeLF: Designing Learning Environments with Foundation Models

Aida Afshar, Wenchao Li

Comments AAAI 2024 Workshop on Synergy of Reinforcement Learning and Large Language Models

2312.13066 2024-01-18 cs.CV

PPEA-Depth: Progressive Parameter-Efficient Adaptation for Self-Supervised Monocular Depth Estimation

Yue-Jiang Dong, Yuan-Chen Guo, Ying-Tian Liu, Fang-Lue Zhang, Song-Hai Zhang

Comments Accepted by AAAI 2024 Project homepage: https://yuejiangdong.github.io/PPEADepth/

2304.04351 2024-01-18 cs.CV

Evaluate Geometry of Radiance Fields with Low-frequency Color Prior

Qihang Fang, Yafei Song, Keqiang Li, Li Shen, Huaiyu Wu, Gang Xiong, Liefeng Bo

Comments This paper has been accepted by AAAI 2024

2401.08464 2024-01-17 cs.LG

Enhancing Evolving Domain Generalization through Dynamic Latent Representations

Binghui Xie, Yongqiang Chen, Jiaqi Wang, Kaiwen Zhou, Bo Han, Wei Meng, James Cheng

Comments Accepted By AAAI 2024

2401.08255 2024-01-17 cs.CL cs.AI

A Generative Adversarial Attack for Multilingual Text Classifiers

Tom Roth, Inigo Jauregi Unanue, Alsharif Abuadbba, Massimo Piccardi

Comments AAAI-24 Workshop on Artificial Intelligence for Cyber Security (AICS)

2401.08206 2024-01-17 cs.IR cs.CL

Generative Multi-Modal Knowledge Retrieval with Large Language Models

Xinwei Long, Jiali Zeng, Fandong Meng, Zhiyuan Ma, Kaiyan Zhang, Bowen Zhou, Jie Zhou

Comments Accepted to AAAI 2024

2401.08171 2024-01-17 cs.CV

Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration Network

Zida Chen, Ziran Zhang, Haoying Li, Menghao Li, Yueting Chen, Qi Li, Huajun Feng, Zhihai Xu, Shiqi Chen

Comments Accepted by AAAI 2024

2401.07711 2024-01-17 cs.LG stat.ML

Efficient Nonparametric Tensor Decomposition for Binary and Count Data

Zerui Tao, Toshihisa Tanaka, Qibin Zhao

Comments AAAI-24

2401.07657 2024-01-17 cs.LG cs.CE q-bio.BM

Empirical Evidence for the Fragment level Understanding on Drug Molecular Structure of LLMs

Xiuyuan Hu, Guoqing Liu, Yang Zhao, Hao Zhang

Comments Accepted by AAAI 2024 workshop: Large Language Models for Biological Discoveries (LLMs4Bio)

2401.07457 2024-01-17 cs.CV

Concept-Guided Prompt Learning for Generalization in Vision-Language Models

Yi Zhang, Ce Zhang, Ke Yu, Yushun Tang, Zhihai He

Comments Accepted by AAAI 2024

2401.07426 2024-01-17 cs.AI

Generalized Planning for the Abstraction and Reasoning Corpus

Chao Lei, Nir Lipovetzky, Krista A. Ehinger

Comments Accepted at AAAI 2024 (extended version)

2401.07395 2024-01-17 cs.LG cs.AI

Harnessing the Power of Beta Scoring in Deep Active Learning for Multi-Label Text Classification

Wei Tan, Ngoc Dang Nguyen, Lan Du, Wray Buntine

Comments 7 pages AAAI 2024

2401.07212 2024-01-17 cs.IR

HiHPQ: Hierarchical Hyperbolic Product Quantization for Unsupervised Image Retrieval

Zexuan Qiu, Jiahong Liu, Yankai Chen, Irwin King

Comments Accepted by AAAI 2024

2401.01326 2024-01-17 cs.CL cs.AI cs.LG

An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction

Urchade Zaratiana, Nadi Tomeh, Pierre Holat, Thierry Charnois

Comments AAAI 2024 (camera ready version)

2312.17071 2024-01-17 cs.CV

SCTNet: Single-Branch CNN with Transformer Semantic Information for Real-Time Segmentation

Zhengze Xu, Dongyue Wu, Changqian Yu, Xiangxiang Chu, Nong Sang, Changxin Gao

Comments Accepted by AAAI 2024; typos corrected; code and models have been released at https://github.com/xzz777/SCTNet

2312.12108 2024-01-17 cs.CL cs.AI

Knowledge Graph Error Detection with Contrastive Confidence Adaption

Xiangyu Liu, Yang Liu, Wei Hu

Comments Accepted in the 38th AAAI Conference on Artificial Intelligence (AAAI 2024)

2308.11272 2024-01-17 cs.LG

FoX: Formation-aware exploration in multi-agent reinforcement learning

Yonghyeon Jo, Sunwoo Lee, Junghyuk Yeom, Seungyul Han

Comments 8 pages main, 5 pages appendix with reference. 10 figures, accepeted by AAAI 2024

2308.07272 2024-01-17 cs.LG cs.CL

Dialogue for Prompting: a Policy-Gradient-Based Discrete Prompt Generation for Few-shot Learning

Chengzhengxu Li, Xiaoming Liu, Yichen Wang, Duyi Li, Yu Lan, Chao Shen

Comments AAAI 2024 Main Track

2305.20089 2024-01-17 cs.CV cs.GR

Learning Explicit Contact for Implicit Reconstruction of Hand-held Objects from Monocular Images

Junxing Hu, Hongwen Zhang, Zerui Chen, Mengcheng Li, Yunlong Wang, Yebin Liu, Zhenan Sun

Comments Accepted to AAAI 2024.Code and model available at https://junxinghu.github.io/projects/hoi.html

2305.06671 2024-01-17 cs.CV

WeditGAN: Few-Shot Image Generation via Latent Space Relocation

Yuxuan Duan, Li Niu, Yan Hong, Liqing Zhang

Comments AAAI 2024, see Appendix for update notes of this version

2301.11578 2024-01-17 cs.LG

Learning to Unlearn: Instance-wise Unlearning for Pre-trained Classifiers

Sungmin Cha, Sungjun Cho, Dasol Hwang, Honglak Lee, Taesup Moon, Moontae Lee

Comments AAAI 2024 camera ready version

2212.03597 2024-01-17 cs.LG cs.AI

DeepSpeed Data Efficiency: Improving Deep Learning Model Quality and Training Efficiency via Efficient Data Sampling and Routing

Conglong Li, Zhewei Yao, Xiaoxia Wu, Minjia Zhang, Connor Holmes, Cheng Li, Yuxiong He

Comments Published in AAAI 2024 Main Technical Track. Equal contribution by the first 3 authors. Code has been released as a part of https://github.com/microsoft/DeepSpeed. Part of this paper is from our previous arxiv report (arXiv:2211.11586)

2401.06799 2024-01-17 cs.CL cs.LG

Make Prompts Adaptable: Bayesian Modeling for Vision-Language Prompt Learning with Data-Dependent Prior

Youngjae Cho, HeeSun Bae, Seungjae Shin, Yeo Dong Youn, Weonyoung Joo, Il-Chul Moon

Comments Accepted to AAAI-2024

2311.13326 2024-01-17 cs.LG cs.AI q-fin.PM

Curriculum Learning and Imitation Learning for Model-free Control on Financial Time-series

Woosung Koh, Insu Choi, Yuntae Jang, Gimin Kang, Woo Chang Kim

Comments AAAI 2024 AI4TS Workshop Oral

2310.08661 2024-01-17 cs.LG

Counting and Algorithmic Generalization with Transformers

Simon Ouellette, Rolf Pfister, Hansueli Jud

Comments Applied AAAI 2024 reviewer comments. We clarified notation in the main algorithm pseudo-code (alg. 1). Removed superfluous experiments on Universal Transformers which did not yield interesting results and added confusion to the main insights of the paper. The paper is now more concise and straight to the point. Clarified our main contributions

2309.04041 2024-01-17 cs.CV cs.CL

Evaluation and Enhancement of Semantic Grounding in Large Vision-Language Models

Jiaying Lu, Jinmeng Rao, Kezhen Chen, Xiaoyuan Guo, Yawen Zhang, Baochen Sun, Carl Yang, Jie Yang

Comments This paper has been accepted to the AAAI'24 Workshop on Responsible Language Models (ReLM 2024)

2306.03988 2024-01-17 cs.CV cs.AI

Learn the Force We Can: Enabling Sparse Motion Control in Multi-Object Video Generation

Aram Davtyan, Paolo Favaro

Comments Accepted to AAAI 2024. Project website: https://araachie.github.io/yoda