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Learning to Describe Urban Change: Graph-Guided Detection and spatio-Temporal State Space Model with Uncertainty Estimation
Siraj TM, Reji J, Raji Susan Mathew
- 19 Sept 2025 (modified: 30 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
When More is Less: Understanding Chain-of-Thought Length in LLMs
Yuyang Wu, Yifei Wang, Ziyu Ye, Tianqi Du, Stefanie Jegelka, Yisen Wang
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Safetylock: Guarding LLM againt FuneTuning Risks with Efficient Inference-time Addon
Minjun Zhu, Yixuan Weng, Linyi Yang, Qiujie Xie, Yifan Wei, Ningyu Zhang, Yue Zhang
- 19 Sept 2025 (modified: 02 Jan 2026)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Does “Do Differentiable Simulators Give Better Policy Gradients?” Give Better Policy Gradients?
Ku Onoda, Paavo Parmas, Manato Yaguchi, Yutaka Matsuo
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Q-learning Penalized Transformer for Safe Offline Reinforcement Learning
Shengchao Hu, Peng Wang, Jifeng Hu, Ziqing Fan, Li Shen, Ya Zhang, Dacheng Tao
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
SIPDO: Closed-Loop Prompt Optimization via Synthetic Data Feedback
Yaoning Yu, Ye Yu, Peiyan Zhang, Kai Wei, Haojing Luo, Haohan Wang
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
A Generalized Geometric Theoretical Framework of Centroid Discriminant Analysis for Linear Classification of Multi-dimensional Data
Yue Wu, Jialin Zhao, Carlo Vittorio Cannistraci
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
OD$^3$: Optimization-free Dataset Distillation for Object Detection
Salwa K. Al Khatib, Ahmed Elhagry, Shitong Shao, Zhiqiang Shen
- Published: 26 Jan 2026, Last Modified: 02 May 2026
- ICLR 2026 Poster
- Readers: Everyone
Omni-iEEG: A Large-Scale, Comprehensive iEEG Dataset and Benchmark for Epilepsy Research
Chenda Duan, Yipeng Zhang, Sotaro Kanai, Yuanyi Ding, Atsuro Daida, Pengyue Yu, Tiancheng Zheng, Naoto Kuroda, Shaun A. Hussain, Eishi Asano, Hiroki Nariai, vwani Roychowdhury
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
ADATOK: ADAPTIVE VISUAL REPRESENTATION WITH QUALITY-PRESERVING DYNAMIC TOKENS
Xiaocheng Lu, Song Guo, Fangqi Zhu, Tao Han
- 19 Sept 2025 (modified: 02 Dec 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
RoboOmni: Actions Are Just Another Modality for Your Vision-Language Models
Dong Wang, Zilong Chen, Jirong Liu, Ziqing Qiao, Xin Xiao, Bingyi Kang, Hongtao Wu, Xiao Ma, Tao Kong, Huaping Liu
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Readout Representation: Redefining Neural Codes by Input Recovery
Shunsuke Onoo, Yoshihiro Nagano, Yukiyasu Kamitani
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Modeling Training Dynamics and Error Estimates of DNN-based PDE Solvers: A Continuous Framework
Wei Zhao, Tao Luo
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
INFUSER: Injecting Synthetic Failures for Self-Correcting Embodied Agents
Byungjun Yoon, Dongyoung Kim, Jaehyun Nam, Wook Jung, Jinwoo Shin
- 19 Sept 2025 (modified: 14 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
PREP: Pre-inference Guided Token Pruning for Efficient Vision-Language Models
Yuanhao Sun, Huawei Ji, Luoyi Fu, Xinbing Wang
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning
Haozhan Li, Yuxin Zuo, Jiale Yu, Yuhao Zhang, Yang Zhaohui, Kaiyan Zhang, Xuekai Zhu, Yuchen Zhang, Tianxing Chen, Ganqu Cui, Dehui Wang, Dingxiang Luo, Yuchen Fan, Youbang Sun, Jia Zeng, Jiangmiao Pang, Shanghang Zhang, Yu Wang, Yao Mu, Bowen Zhou et al. (1 additional authors not shown)
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers:
Don't Guess the Future, Find the Bottleneck: Spectral Subgoals for Offline Goal-Conditioned RL
Hebin Liang, Yi Ma, Chenjun Xiao, Zibin Dong, Zilin Cao, Fei Ni, Yifu Yuan, Jianye HAO
- 19 Sept 2025 (modified: 12 Feb 2026)
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
Statistical and structural identifiability in representation learning
Walter Nelson, Marco Fumero, Theofanis Karaletsos, Francesco Locatello
- Published: 26 Jan 2026, Last Modified: 04 May 2026
- ICLR 2026 Poster
- Readers: Everyone
Scaling Quantum Machine Learning without Tricks: High-Resolution and Diverse Image Generation
Jonas Jäger, Florian J. Kiwit, Carlos A. Riofrío
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
ACCORD: Alleviating Concept Coupling through Dependence Regularization for Text-to-Image Diffusion Personalization
Shizhan Liu, Hao ZHENG, Hang Yu, Jianguo Li
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Cogito, Ergo Ludo: An Agent that Learns to Play by Reasoning and Planning
Sai Wang, Yu Wu, Zhongwen Xu
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
PointWorld: Scaling 3D World Models for In-The-Wild Robotic Manipulation
Wenlong Huang, Yu-Wei Chao, Arsalan Mousavian, Ming-Yu Liu, Dieter Fox, Kaichun Mo, Li Fei-Fei
- 19 Sept 2025 (modified: 14 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Context-free Recognition with Transformers
Selim Jerad, Anej Svete, Sophie Hao, Ryan Cotterell, William Merrill
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Policy-Based Sentence Simplification: Replacing Parallel Corpora with LLM-as-a-Judge
Xuanxin Wu, Yuki Arase, Masaaki Nagata
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Cosmos-Eval: Towards Explainable Evaluation of Physics and Semantics in Text-to-Video Models
Yujie Huang, Wenwu He, Congcong Liu, Dong Liang, Zhuo-Xu Cui
- 19 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone

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