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CORE: Concept-Oriented Reinforcement for Bridging the Definition–Application Gap in Mathematical Reasoning
Zijun Gao, Zhikun Xu, Xiao Ye, Ben Zhou
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Completing Missing Annotation: Multi-Agent Debate for Accurate and Scalable Relevant Assessment for IR Benchmarks
Minjeong Ban, Jeonghwan Choi, Hyangsuk Min, Nicole Hee-Yeon Kim, Minseok Kim, Jae-Gil Lee, Hwanjun Song
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Omni-Captioner: Data Pipeline, Models, and Benchmark for Omni Detailed Perception
Ziyang Ma, Ruiyang Xu, Zhenghao Xing, Yunfei Chu, Yuxuan Wang, Jinzheng He, Jin Xu, Pheng-Ann Heng, Kai Yu, Junyang Lin, Eng Siong Chng, Xie Chen
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
SFT Doesn’t Always Hurt General Capabilities: Revisiting Domain-Specific Fine-Tuning in LLMs
Jiacheng Lin, Zhongruo Wang, Kun Qian, Tian Wang, Arvind Srinivasan, Hansi Zeng, Ruochen Jiao, Xie Zhou, Jiri Gesi, Dakuo Wang, Yufan Guo, Kai Zhong, Weiqi Zhang, sujay sanghavi, Changyou Chen, Hyokun Yun, Lihong Li
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Towards Robust Agentic Systems through Generative Flow Exploration of Primitives
Yang Yue, Xuancheng Zhu, YuYang Ma, Guoshun Nan, Zihan Dou, Congyu Guo, JingRu Shan, Ji Zhang, Jingfeng Zhang
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Test-Time Adaptation for Unsupervised Combinatorial Optimization
Yiqiao Liao, Farinaz Koushanfar, Parinaz Naghizadeh
- 18 Sept 2025 (modified: 22 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
ChainGeo: Enabling Effective Geometric Reasoning in Small VLMs through Interleaved Visual-Text Chains
Jiaxin Liu, Aofan Liu, Zhaolu Kang, Wenhao Li
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Verl-Tool: Towards Holistic Agentic Reinforcement Learning with Tool Use
Dongfu Jiang, Yi Lu, Zhuofeng Li, Zhiheng Lyu, Ping Nie, Haozhe Wang, Alex Su, Hui Chen, Kai Zou, Chao Du, Tianyu Pang, Wenhu Chen
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
LLM-ERM: Sample-Efficient Program Learning via LLM-Guided Search
Shivam Singhal, Eran Malach, Tomaso Poggio, Tomer Galanti
- 18 Sept 2025 (modified: 20 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Optical Diffraction-based Convolution for Semiconductor Mask Optimization
Young-Han Son, Dong-Hee Shin, Deok-Joong Lee, Hyun Jung Lee, Tae-Eui Kam
- 18 Sept 2025 (modified: 12 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models
Fan Yang, Yihao Huang, Jiayi Zhu, Ling Shi, Geguang Pu, Jin Song Dong, Kailong Wang
- 18 Sept 2025 (modified: 01 Dec 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Discern Truth from Falsehood: Reducing Over-Refusal via Contrastive Refinement
Yuxiao Lu, Lin Xu, Yang Sun, Wenjun Li, Jie Shi
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
MulVuln: Enhancing Pre-trained LLMs with Shared and Language-Specific Knowledge for Multilingual Vulnerability Detection
Van Nguyen, Surya Nepal, Xingliang YUAN, Tingmin Wu, Fengchao Chen, Carsten Rudolph
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Revisiting Overestimation Bias of Q-learning: Breaking Bias Propagation Chains Does Well
Tao Tan, Hong Xie, Xin Li, Defu Lian, Hanyu Jiang
- 18 Sept 2025 (modified: 13 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
MMWebGen: Benchmarking Multimodal Webpage Generation
Zhihong Liu, Siqi Kou, Zheng Li, Ye Ma, Quan Chen, Peng Jiang, Kai Yu, Zhijie Deng
- 18 Sept 2025 (modified: 14 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
MedSCAMA: Medical SCale-Aware Multi-Agent Framework for Medical Image Retrieval and Retrieval-Augmented Generation
Yang Ma, Dongang Wang, Peilin Liu, Michael Barnett, Ding-Xuan Zhou, Chenyu Wang, Weidong Cai
- 18 Sept 2025 (modified: 12 Feb 2026)
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
MASLegalBench: Benchmarking Multi-Agent Systems in Deductive Legal Reasoning
Huihao JING, Wenbin Hu, Hongyu Luo, Jianhui Yang, Wei Fan, Haoran Li, Yangqiu Song
- 18 Sept 2025 (modified: 03 Dec 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Token Hidden Reward: Steering Exploration-Exploitation in Group Relative Deep Reinforcement Learning
Wenlong Deng, Yi Ren, Yushu Li, Boying Gong, Danica J. Sutherland, Xiaoxiao Li, Christos Thrampoulidis
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
KG-QUEST: Knowledge Graph–Enhanced Question Answering and Reasoning in Large Language Models
Udiptaman Das, Krishnasai Atmakuri, Duy Hoang Ho, Yugyung Lee
- 18 Sept 2025 (modified: 13 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Towards the Dynamics of Representation Changes during Parameter Pruning for Network Compression
Fangbo Li, Junpeng Zhang, Qihan Ren, Quanshi Zhang
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Is the Attention Matrix Really the Key to Self‑Attention in Multivariate Long‑Term Time Series Forecasting?
Xinyu Li, Kexi Chen, Jiajie Shen, Ying Zheng, Hong Lu, Jin Zhao, Xin Wang
- 18 Sept 2025 (modified: 08 Dec 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
CDTP: A Large-Scale Chinese Data-Text Pair Dataset for Comprehensive Evaluation of Chinese LLMs
Chengwei Wu, Jiapu Wang, Mingyang Gao, Xingrui Zhuo, Jipeng Guo, Runlin Lei, Haoran Luo, Tianyu Chen, Haoyi Zhou, Shirui Pan, Zechao Li
- 18 Sept 2025 (modified: 12 Feb 2026)
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
FedMOPA: Federated Multi-Objective Preference Alignment for Large Language Models
Pengxin Guo, Baijiong Lin, Kunyang Song, Yuyin Zhou, Liangqiong Qu
- 18 Sept 2025 (modified: 23 Dec 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Mitigating Conversational Inertia in Multi-Turn Agents through Context Bias Calibration
Yang Wan, Zheng Cao, Zhenhao Zhang, Zhengwen Zeng, Shuheng Shen, Changhua Meng, Linchao Zhu
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Textual Equilibrium Propagation for Deep Compound AI Systems
Minghui Chen, Wenlong Deng, James Zou, Han Yu, Xiaoxiao Li
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone

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