ICLR 2025 Workshop World Models Submissions

Utilizing World Models for Adaptively Covariate Acquisition Under Limited Budget for Causal Decision Making Problem
Haocheng Yang
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
RADI: LLMs as World Models for Robotic Action Decomposition and Imagination
Dongqi Zuo, Zheng CHEN, Chuan Zhou, Yandong Guo, Xiao He, Mingming Gong
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
GOLLuM: Gaussian Process Optimized LLMs — Reframing LLM Finetuning through Bayesian Optimization
Bojana Ranković, Philippe Schwaller
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
World Modeling Makes a Better Planner: Dual Preference Optimization for Embodied Task Planning
Siyin Wang, Zhaoye Fei, Qinyuan Cheng, Shiduo Zhang, Panpan Cai, Jinlan Fu, Xipeng Qiu
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
MS-SSM: A Multi-Scale State Space Model for Enhanced Sequence Modeling
Mahdi Karami, Ali Behrouz, Peilin Zhong, Razvan Pascanu, Vahab Mirrokni
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Generating Symbolic World Models via Test-time Scaling of Large Language Models
Zhouliang Yu, Yuhuan Yuan, Tim Z. Xiao, Fuxiang Frank Xia, Jie Fu, Ge Zhang, Ge lin, Weiyang Liu
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
LEARNING FROM LESS: SINDY SURROGATES IN RL
Aniket Dixit, Muhammad Ibrahim Khan, Faizan Ahmed, James Brusey
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
SEAL: SEmantic-Augmented Imitation Learning via Language Model
Chengyang GU, Yuxin Pan, Haotian Bai, Hui Xiong, Yize Chen
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
PINT: Physics-Informed Neural Time Series Models with Applications to Long-term Inference on WeatherBench 2m-Temperature Data
Keonvin Park, Jisu Kim, Jaemin Seo
- Published: 06 Mar 2025, Last Modified: 03 Jun 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Memory Helps, but Confabulation Misleads: Understanding Streaming Events in Videos with MLLMs
Gengyuan Zhang, Mingcong Ding, Tong Liu, Yao Zhang, Volker Tresp
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Pre-Trained Video Generative Models as World Simulators
Haoran He, Yang Zhang, Liang Lin, Zhongwen Xu, Ling Pan
- Published: 06 Mar 2025, Last Modified: 16 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Knowledge Graphs as World Models for Semantic Material-Aware Obstacle Handling in Autonomous Vehicles
Ayush Bheemaiah, Seungyong Yang
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Effectively Designing 2-Dimensional Sequence Models for Multivariate Time Series
Daniel Yiming Cao, Ali Behrouz, Ali Parviz, Mahdi Karami, Michele Santacatterina, Ramin Zabih
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Unifying Unsupervised and Offline RL for Fast Adaptation Using World Models
Daniel Khapun, Dan Rosenbaum
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation
Qiyue Gao, Xinyu Pi, Kevin Liu, Junrong Chen, Ruolan Yang, Xinqi Huang, Xinyu Fang, Lu Sun, Gautham Kishore, Bo Ai, Stone Tao, Mengyang Liu, Jiaxi Yang, Chao-Jung Lai, Chuanyang Jin, Jiannan Xiang, Benhao Huang, David Danks, Hao Su, Tianmin Shu et al. (3 additional authors not shown)
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Fixed-Point RNNs: From Diagonal to Dense in a Few Iterations
Sajad Movahedi, Felix Sarnthein, Nicola Muca Cirone, Antonio Orvieto
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Object-Centric Representations Generalize Better Compositionally with Less Compute
Ferdinand Kapl, Amir Mohammad Karimi Mamaghan, Max Horn, Carsten Marr, Stefan Bauer, Andrea Dittadi
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Emergent Stack Representations in Modeling Counter Languages Using Transformers
Utkarsh Tiwari, Aviral Gupta, Michael Hahn
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
HuWo: Building Physical Interaction World Models for Humanoid Robot Locomotion
Han Zheng, Yi Cheng, Hang Liu, Linqi Ye, Houde Liu
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Distribution Recovery in Compact Diffusion World Models via Conditioned Frame Interpolation
Sam Gijsen, Kerstin Ritter
- Published: 06 Mar 2025, Last Modified: 16 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Object-Centric Latent Action Learning
Albina Klepach, Alexander Nikulin, Ilya Zisman, Denis Tarasov, Alexander Derevyagin, Andrei Polubarov, Lyubaykin Nikita, Vladislav Kurenkov
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Newton - A Small Benchmark for Interactive Foundation World Models
Spruce Campbell
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Generalist World Model Pre-Training for Efficient Reinforcement Learning
Yi Zhao, Aidan Scannell, Yuxin Hou, Tianyu Cui, Le Chen, Dieter Büchler, Arno Solin, Juho Kannala, Joni Pajarinen
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
Transformers Use Causal World Models in Maze-Solving Tasks
Alexander F Spies, William Edwards, Michael Ivanitskiy, Adrians Skapars, Tilman Räuker, Katsumi Inoue, Alessandra Russo, Murray Shanahan
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone
COMPARATIVE STUDY OF WORLD MODELS, NVAE-BASED HIERARCHICAL MODELS, AND NOISYNET-AUGMENTED MODELS IN CARRACING-V2
Vidyavarshini Holenarasipur Jayashankar, Banafsheh Rekabdar
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop World Models
- Readers: Everyone