AAAI

How Does the Spatial Distribution of Pre-training Data Affect Geospatial Foundation Models?

Mirali Purohit, Gedeon Muhawenayo, Esther Rolf, Hannah Kerner

Comments Accepted at Good Data for Generative AI @ AAAI 2025

Adaptive PII Mitigation Framework for Large Language Models

Shubhi Asthana, Ruchi Mahindru, Bing Zhang, Jorge Sanz

Comments This paper has been accepted at PPAI-25, the 6th AAAI Workshop on Privacy-Preserving Artificial Intelligence

Deploying Privacy Guardrails for LLMs: A Comparative Analysis of Real-World Applications

Shubhi Asthana, Bing Zhang, Ruchi Mahindru, Chad DeLuca, Anna Lisa Gentile, Sandeep Gopisetty

Comments This paper has been accepted at Deployable AI workshop at AAAI 2025

Scopes of Alignment

Kush R. Varshney, Zahra Ashktorab, Djallel Bouneffouf, Matthew Riemer, Justin D. Weisz

Comments The 2nd International Workshop on AI Governance (AIGOV) held in conjunction with AAAI 2025

Entropy Regularized Task Representation Learning for Offline Meta-Reinforcement Learning

Mohammadreza Nakhaei, Aidan Scannell, Joni Pajarinen

Comments 7 Pages, Accepted at AAAI 2025

UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction

Xixuan Hao, Wei Chen, Yibo Yan, Siru Zhong, Kun Wang, Qingsong Wen, Yuxuan Liang

Comments Accepted as a full paper by AAAI'25 - AI for Social Impact Track

FNIN: A Fourier Neural Operator-based Numerical Integration Network for Surface-form-gradients

Jiaqi Leng, Yakun Ju, Yuanxu Duan, Jiangnan Zhang, Qingxuan Lv, Zuxuan Wu, Hao Fan

Comments Accepted by AAAI 2025

SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks

Wentao Wan, Zhuojie Yang, Yongcan Chen, Chenglin Luo, Ruilin Wang, Kehao Cai, Nan Kang, Liang Lin, Keze Wang

Comments This paper has been accepted by AAAI 2025

MASS: Overcoming Language Bias in Image-Text Matching

Jiwan Chung, Seungwon Lim, Sangkyu Lee, Youngjae Yu

Comments AAAI 2025

Federated Learning with Sample-level Client Drift Mitigation

Haoran Xu, Jiaze Li, Wanyi Wu, Hao Ren

Comments Accepted by AAAI 2025

Towards Loss-Resilient Image Coding for Unstable Satellite Networks

Hongwei Sha, Muchen Dong, Quanyou Luo, Ming Lu, Hao Chen, Zhan Ma

Comments Accepted as a poster presentation at AAAI 2025

KPL: Training-Free Medical Knowledge Mining of Vision-Language Models

Jiaxiang Liu, Tianxiang Hu, Jiawei Du, Ruiyuan Zhang, Joey Tianyi Zhou, Zuozhu Liu

Comments AAAI(Oral)

Learning with Open-world Noisy Data via Class-independent Margin in Dual Representation Space

Linchao Pan, Can Gao, Jie Zhou, Jinbao Wang

Comments 7 pages of main text, 4 pages of appendix, accepted to AAAI 2025

Uncertainty-aware Knowledge Tracing

Weihua Cheng, Hanwen Du, Chunxiao Li, Ersheng Ni, Liangdi Tan, Tianqi Xu, Yongxin Ni

Comments Accepted by AAAI 2025

ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content Moderation

Mengyang Wu, Yuzhi Zhao, Jialun Cao, Mingjie Xu, Zhongming Jiang, Xuehui Wang, Qinbin Li, Guangneng Hu, Shengchao Qin, Chi-Wing Fu

Comments Accepted by the AAAI 2025

Constructing Fair Latent Space for Intersection of Fairness and Explainability

Hyungjun Joo, Hyeonggeun Han, Sehwan Kim, Sangwoo Hong, Jungwoo Lee

Comments 14 pages, 5 figures, accepted in AAAI 2025

Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation

Yanna Ding, Zijie Huang, Xiao Shou, Yihang Guo, Yizhou Sun, Jianxi Gao

Comments Accepted to AAAI'25

CREST: An Efficient Conjointly-trained Spike-driven Framework for Event-based Object Detection Exploiting Spatiotemporal Dynamics

Ruixin Mao, Aoyu Shen, Lin Tang, Jun Zhou

Comments Accepted by AAAI 2025

EditBoard: Towards a Comprehensive Evaluation Benchmark for Text-Based Video Editing Models

Yupeng Chen, Penglin Chen, Xiaoyu Zhang, Yixian Huang, Qian Xie

Comments Accepted to AAAI 2025

FLAME: Learning to Navigate with Multimodal LLM in Urban Environments

Yunzhe Xu, Yiyuan Pan, Zhe Liu, Hesheng Wang

Comments Accepted to AAAI 2025 (Oral)

Does GPT Really Get It? A Hierarchical Scale to Quantify Human vs AI's Understanding of Algorithms

Mirabel Reid, Santosh S. Vempala

Comments 13 pages, 10 figures. To be published at AAAI 2025

Zero-Shot Scene Change Detection

Kyusik Cho, Dong Yeop Kim, Euntai Kim

Comments AAAI 2025. Code available at: https://github.com/kyusik-cho/ZSSCD

Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model

Kyeongjin Ahn, Sungwon Han, Sungwon Park, Jihee Kim, Sangyoon Park, Meeyoung Cha

Comments Accepted to AAAI 2025 (oral)

A Theoretical Framework for an Efficient Normalizing Flow-Based Solution to the Electronic Schrodinger Equation

Daniel Freedman, Eyal Rozenberg, Alex Bronstein

Comments AAAI 2025 Camera Ready Version

CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification

Yuchen Tian, Weixiang Yan, Qian Yang, Xuandong Zhao, Qian Chen, Wen Wang, Ziyang Luo, Lei Ma, Dawn Song

Comments Accepted by AAAI 2025 main conference

Common-Sense Bias Modeling for Classification Tasks

Miao Zhang, Zee fryer, Ben Colman, Ali Shahriyari, Gaurav Bharaj

Comments Accepted for AAAI Conference on Artificial Intelligence (AAAI)

One Self-Configurable Model to Solve Many Abstract Visual Reasoning Problems

Mikołaj Małkiński, Jacek Mańdziuk

Comments Accepted to The 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024)

Journal ref Proceedings of the AAAI Conference on Artificial Intelligence, Volume 38, Number 13, March 2024, Pages 14297-14305

SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation

Hyun Ryu, Sunjae Yoon, Hee Suk Yoon, Eunseop Yoon, Chang D. Yoo

Comments AAAI 2024 camera-ready version w/ Appendix

FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts

Yichen Gong, Delong Ran, Jinyuan Liu, Conglei Wang, Tianshuo Cong, Anyu Wang, Sisi Duan, Xiaoyun Wang

Comments AAAI 2025 (Oral)

VMLoc: Variational Fusion For Learning-Based Multimodal Camera Localization

Kaichen Zhou, Changhao Chen, Bing Wang, Muhamad Risqi U. Saputra, Niki Trigoni, Andrew Markham

Journal ref The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-2021)