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Layer-Informed Fine-Tuning via Three-Stage Functional Segmentation of LLMs
Junning Shao, Siwei Wang, Zhixuan Fang
- 18 Sept 2025 (modified: 16 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
COIN: Chain Of INteraction Benchmark: When Reasoning meets Embodied interaction
Xianhao Wang, Xiaojian Ma, Haozhe Hu, Rongpeng Su, Yutian Cheng, Zhou Ziheng, Hangxin Liu, Lei Liu, Bin Li, Qing Li
- 18 Sept 2025 (modified: 16 Jan 2026)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
MMRC: Measuring Massive-Computational Math Reasoning with Code in LLMs
Xie Zhifei, Fangda Ye, Yihang Yin, Shangding Yu, Zibo Meng, Moyang Chen, Tongrui Su, Chenkai Gao, Zisheng Wang, Zihang Liu, Liwei Liang, Tianwei Wang, Aojun Zhou, Yuxin Hu, Pang Kaiyu, Kuicai Dong, Yue Liao, Shuicheng YAN
- 18 Sept 2025 (modified: 12 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Diversity-Incentivized Exploration for Versatile Reasoning
Zican Hu, Shilin Zhang, Yafu Li, Jianhao Yan, Xuyang Hu, Leyang Cui, Xiaoye Qu, Chunlin Chen, Yu Cheng, Zhi Wang
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
MADrive: Memory-Augmented Driving Scene Modeling
Polina Karpikova, Daniil Selikhanovych, Kirill Struminsky, Ruslan Musaev, Golitsyna Mariia, Dmitry Baranchuk
- 18 Sept 2025 (modified: 13 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment
Shunyu Wu, Dan Li, Wenjie Feng, Haozheng Ye, Jian Lou, See-Kiong Ng
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Autonomous Urban Region Representation with LLM-informed Reinforcement Learning
Yuanlong Chen, YI LI, Miao Xie, Ning Cao, Wee Siong Ng, Gao Cong
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
DyMixOp: Guiding Neural Operator Design for PDEs from a Complex Dynamics Perspective with Local-Global-Mixing
Pengyu Lai, Yixiao Chen, Hui Xu
- 18 Sept 2025 (modified: 29 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Learning from Label Proportions via Proportional Value Classification
Tianhao Ma, Wei Wang, Ximing Li, Gang Niu, Masashi Sugiyama
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
From Experience to Strategy: Empowering LLM Agents with Trainable Graph Memory
Siyu Xia, Zekun Xu, Jiajun Chai, Wentian Fan, Yan Song, Xiaohan Wang, Guojun Yin, Wei Lin, Haifeng Zhang, Jun Wang
- 18 Sept 2025 (modified: 12 Feb 2026)
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs
Qibin Wang, Pu Zhao, Shaohan Huang, Fangkai Yang, Lu Wang, Furu Wei, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
- 18 Sept 2025 (modified: 02 Dec 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Redefining Machine Simultaneous Interpretation: From Incremental Translation to Human-like Strategies
Qianen Zhang, Satoshi Nakamura
- 18 Sept 2025 (modified: 03 Jan 2026)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
MoCo-EA: Exploiting Adversarial Mode Connectivity for Efficient Evolutionary Attacks
Yawen Zhao, Hyo Seo Kim, Gang Luo, Can Chen, Binghui Wang, Yue Duan, Ren Wang
- 18 Sept 2025 (modified: 12 Feb 2026)
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
Towards Stable and Effective Reinforcement learning for Mixture-of-Experts
Di Zhang, Xun Wu, Shaohan Huang, Yaru Hao, Li Dong, Zewen Chi, Zhifang Sui, Furu Wei
- 18 Sept 2025 (modified: 02 Dec 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
AggLCF: Aggregation Enhanced Localized Conformal Factuality for Large Language Models
Xinbo Wang, Guangzheng Hu, Liuhua Peng, Changliang Zou
- 18 Sept 2025 (modified: 13 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Fidelity-Aware Data Composition for Robust Robot Generalization
Zizhao Tong, Di Chen, Sicheng Hu, Hongwei Fan, Liliang Chen, Guanghui Ren, Hao Tang, Hao Dong, Ling Shao
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Efficient Multi-turn RL for GUI Agents via Decoupled Training and Adaptive Data Curation
Pengxiang Li, zechenhu, Zirui Shang, Jingrong Wu, Yang Liu, Hui Liu, Zhi Gao, Chenrui Shi, Bofei Zhang, Zihao Zhang, Xiaochuan Shi, Zedong YU, Yuwei Wu, Xinxiao Wu, Yunde Jia, Liuyu Xiang, Zhaofeng He, Qing Li
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
ExpeSQL: An Experience-Guided Decompositional Search Framework for Text-to-SQL
Yang Zerui, Siyu YAN, Yanwei Xu, Linqi Song, Yudai Matsuda, Yuyu Luo, Wei Han, Bo Bai
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
Text summarization via global structure awareness
Jiaquan Zhang, Chaoning Zhang, Shuxu Chen, Yibei Liu, Chenghao Li, Qigan Sun, Shuai Yuan, Fachrina Dewi Puspitasari, Dongshen Han, Guoqing Wang, Sung-Ho Bae, Yang Yang
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
RAG-FGO: Enhancing RAG with Fungal Growth Optimizer for LLM Agents
Qigan Sun, Xudong Wang, Chaoning Zhang, Chenghao Li, Jiaquan Zhang, Jiehui Xie, Sungyoung Lee, Jie Zou, Ning Xie, Peng Wang, Yang Yang, Heng Tao Shen
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
RLRF: Competitive Search Agent Design via Reinforcement Learning from Ranker Feedback
Tommy Mordo, Sagie Dekel, Omer Madmon, Moshe Tennenholtz, Oren Kurland
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
TrafficBT: Advancing Pre-trained Language Models for Network Traffic Classification with Multimodal Traffic Representations
Minxin Wang, Ziling Wei, Yi Liu, Jinshu Su, Shuhui Chen, Zhengpeng Li, Biying Wang
- 18 Sept 2025 (modified: 23 Nov 2025)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
PU-BENCH: A UNIFIED BENCHMARK FOR RIGOROUS AND REPRODUCIBLE PU LEARNING
Qiuyi Chen, Haiyang Zhang, Leqi Zhang, Changchun Li, Jia Wang, Wei Wang
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone
Conformal Non-Coverage Risk Control (CNCRC): Risk-Centric Guarantees for Predictive Safety in High-Stakes Settings
Che Shen, Junwei Su, Lingpeng Kong, Chuan Wu
- 18 Sept 2025 (modified: 11 Feb 2026)
- Submitted to ICLR 2026
- Readers: Everyone
PhysLLM: Harnessing Large Language Models for Cross-Modal Remote Physiological Sensing
Yiping Xie, Bo Zhao, Mingtong Dai, Jian-Ping Zhou, Yue Sun, Tao Tan, Weicheng Xie, Linlin Shen, Zitong YU
- Published: 26 Jan 2026, Last Modified: 11 Apr 2026
- ICLR 2026 Poster
- Readers: Everyone

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