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ICLR 2026 Workshop LLA Submissions

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PACEvolve: Enabling Long-Horizon Progress-Aware Consistent Evolution
Minghao Yan, Bo Peng, Benjamin Coleman, Ziqi Chen, Zhouhang Xie, Shuo Chen, Zhankui He, Noveen Sachdeva, Isabella Ye, Weili Wang, Chi Wang, Ed H. Chi, Fernando Pereira, Wang-Cheng Kang, Derek Zhiyuan Cheng, Beidou Wang
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
TTCS: Test-Time Curriculum Synthesis for Self-Evolving
Chengyi Yang, Zhishang Xiang, Yunbo Tang, Zongpei Teng, Chengsong Huang, Yuhan Liu, Jinsong Su
- Published: 05 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
The Hidden Costs of Domain Fine-Tuning: Pii-Bearing Data Degrades Safety and Increases Leakage
Jayesh Choudhari, Piyush Singh
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Mem$^2$Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation
Zihao Cheng, Zeming Liu, Yingyu Shan, Xinyi Wang, Xiangrong Zhu, Yunpu Ma, Hongru WANG, Yuhang Guo, Wei Lin, Yunhong Wang
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
MAGE: Meta-Reinforcement Learning for Language Agents toward Strategic Exploration and Exploitation
lu Yang, Zelai Xu, Minyang Xie, Jiaxuan Gao, zhao shok, Yu Wang, Yi Wu
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
SWITCH: Benchmarking Interaction and Verification on Real-World Interfaces in Lifelong Embodied Agents
Jieru Lin, Zhiwei Yu, Börje F. Karlsson
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Residual Off-Policy RL for Finetuning Behavior Cloning Policies
Lars Lien Ankile, Zhenyu Jiang, Rocky Duan, Guanya Shi, Pieter Abbeel, Anusha Nagabandi
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization
Yihang Yao, Zhepeng Cen, Haohong Lin, Shiqi Liu, Zuxin Liu, Jiacheng Zhu, Zhang-Wei Hong, Laixi Shi, Ding Zhao
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
CoDaPO: Confidence and Difficulty-Adaptive Policy Optimization for LLM Reasoning
Zhanke Zhou, Xiangyu Lu, Chentao Cao, Brando Miranda, Tongliang Liu, Bo Han, Sanmi Koyejo
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Learning to Evolve: Scaling Open-Ended Discovery with Relative-Progress RL
Xuan Li, Zhanke Zhou, Zongze Li, Jiangchao Yao, Bo Han
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models
Qizheng Zhang, Changran Hu, Shubhangi Upasani, Boyuan Ma, Fenglu Hong, Vamsidhar Kamanuru, Jay Rainton, Chen Wu, Mengmeng Ji, Hanchen Li, Urmish Thakker, James Zou, Kunle Olukotun
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 top5Oral
- Readers: Everyone
Learning What to Learn: Curriculum Curation for Test-Time Agent Learning
Qizheng Zhang, Sherry Ruan, Shubhangi Upasani, Fenglu Hong, Changxiu Ji, Changran Hu, Bo Li, Hanchen Li, Kunle Olukotun
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
BioProAgent: Neuro-Symbolic Grounding for Constrained Scientific Planning
Yuyang Liu, Jingya Wang, Liuzhenghao Lv, Yonghong Tian
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
From Word to World: Can Large Language Models be Implicit Text-based World Models?
Yixia Li, Hongru WANG, Jiahao Qiu, Zhenfei Yin, Dongdong Zhang, Cheng Qian, Zeping Li, Xiaoteng Ma, Guanhua Chen, Heng Ji
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Self-Questioning Language Models
Lili Chen, Mihir Prabhudesai, Katerina Fragkiadaki, Hao Liu, Deepak Pathak
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Expanding the Capabilities of Reinforcement Learning via Text Feedback
Yuda Song, Lili Chen, Fahim Tajwar, Rémi Munos, Deepak Pathak, Drew Bagnell, Aarti Singh, Andrea Zanette
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 top5Oral
- Readers: Everyone
The Agent's First Day: Benchmarking Learning, Exploration, and Scheduling in the Workplace Scenarios
Daocheng Fu, Jianbiao Mei, Rong Wu, Xuemeng Yang, Jia Xu, Yufan Shen, Ding Wang, Pinlong Cai, Yong Liu, Licheng Wen, Botian Shi
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Not All Clients Are Equal: Collaborative Model Personalization on Heterogeneous Multi-Modal Clients
Minhyuk Seo, Taeheon Kim, Hankook Lee, Jonghyun Choi, Tinne Tuytelaars
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Paying Less Generalization Tax: A Cross-Domain Generalization Study of RL Training for LLM Agents
Zhihan Liu, Lin Guan, Yixin Nie, Kai Zhang, Zoey Hao, Lin Chen, Asli Celikyilmaz, Zhaoran Wang, Na Zhang
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents
Ke Yang, Zixi Chen, Xuan He, Jize Jiang, Michel Galley, Chenglong Wang, Jianfeng Gao, Jiawei Han, ChengXiang Zhai
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
DETACH: Cross-domain Learning for Long-Horizon Tasks via Mixture of Disentangled Experts
Yutong Shen, Hangxu Liu, Lei Zhang, Penghui Liu, Ruizhe Xia, Tongtong Feng
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks
Cheng Yang, Xuemeng Yang, Licheng Wen, Daocheng Fu, Jianbiao Mei, Rong Wu, Pinlong Cai, Yufan Shen, Nianchen Deng, Jia Xu, Botian Shi, Yu Qiao, Haifeng Li
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Continuum: Efficient and Robust Multi-Turn LLM Agent Scheduling with KV Cache Time-to-Live
Hanchen Li, Qiuyang Mang, Runyuan He, Qizheng Zhang, Huanzhi Mao, Xiaokun Chen, Hangrui Zhou, Alvin Cheung, Joseph E. Gonzalez, Ion Stoica
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Noticing the Watcher: LLM Agents Can Infer CoT Monitoring from Blocking Feedback
Thomas Jiralerspong, Flemming Kondrup, Yoshua Bengio
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Self-Distillation Enables Continual Learning
Idan Shenfeld, Mehul Damani, Jonas Hübotter, Pulkit Agrawal
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 top5Oral
- Readers: Everyone

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