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Actor-Curator: A Scalable RL Post-training Framework with Co-adaptive Curricula
Zhengyao Gu, Jonathan Light, Raul Astudillo, Ziyu Ye, Langzhou He, Wei Cheng, Santiago Paternain, Philip S. Yu, Yisong Yue
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
AlphaApollo: A System for Deep Agentic Reasoning
Zhanke Zhou, Chentao Cao, Xiao Feng, Xuan Li, Zongze Li, Xiangyu Lu, Jiangchao Yao, Weikai Huang, Tian Cheng, Jianghangfan Zhang, Tangyu Jiang, Linrui Xu, Yiming Zheng, Brando Miranda, Tongliang Liu, Sanmi Koyejo, Masashi Sugiyama, Bo Han
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Streaming Memory Benchmark: Stage-level Diagnosis with Evidence Dependency Control
Guanming Liu, Haoran Yin, LITIANCHEN, Sikuan Yan, Hongru WANG, Baian Chen, Xiaoteng Ma
- Published: 05 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Which Memory Operation Drives Recovery? A Factorial Study of Retrieve, Write, and Manage Adaptation under Domain Shift
Zhaoxiang Feng, Mingyang Yao, Charlie Sun, David Scott Lewis
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
DomusMind: A Benchmark for Evaluating Lifelong Smart Home Agents Under Drift
Rong Xu, Yinxin Wan, Xiaochan Xue
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
One Model, Many Goals: Meta-Learning Preference-Conditioned Alignment for Lifelong LLM Agents
Fatemeh Nourzad, Daouda Sow, Yingbin Liang, Ming Shi, Ming Zhang, Yunxuan Li, Eylem Ekici, Ness Shroff
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Asymmetric Goal Drift in Coding Agents Under Value Conflict
Magnus Saebo, Spencer Gibson, Tyler Crosse, Achyutha Menon, Eyon Jang, Diogo Cruz
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Inherited Goal Drift: Contextual Pressure Can Undermine Agentic Goals
Achyutha Menon, Magnus Saebo, Tyler Crosse, Spencer Gibson, Eyon Jang, Diogo Cruz
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Navigating the Cost-Performance Pareto Frontier of Test-Time LLM Agent Adaptation
Konrad Szafer, Xiaozhe Yao, Maximilian Böther, Gregor Bachmann, Tiago Pimentel, Ana Klimovic
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Agentic Cognitive Profiling: Realigning Automated Alzheimer’s Disease Detection with Clinical Construct Validity
Jiawen Kang, Kun LI, Dongrui Han, Jinchao Li, Junan Li, Lingwei Meng, Xixin Wu, Helen M. Meng
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Beyond Reward Maximization: Evaluating the Diversity of Trajectories in Reinforcement Learning with Temporal Vendi Score
Stanic Tom, Marco Jiralerspong, Zhang Xiaofeng, Danilo Vucetic, Gauthier Gidel
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models
Siyan Zhao, Zhihui Xie, Mengchen Liu, Jing Huang, Guan Pang, Feiyu Chen, Aditya Grover
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization
Weizhi Zhang, Xiaokai Wei, Wei-Chieh Huang, Zheng Hui, Chen Wang, Michelle Gong, Philip S. Yu
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Aligning LLMs Toward Multi-Turn Conversational Outcomes Using Iterative RLHF
Daniel Jiang, Ankur Samanta, Yukai Yang, Jalaj Bhandari, Rémi Munos, Tyler Lu
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Benchmarking Continual Agent Memory for Online Learning, Transfer, and Forgetting
Zihang Ma, Jinyi Liu, Hongyao Tang, Yi Ma, Ruitao Wang, Yifu Yuan, YAN ZHENG, Jianye HAO
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Zombie Agents: Persistent Control of Self-Evolving LLM Agents via Self-Reinforcing Injections
XIANGLIN YANG, Yufei He, Shuo Ji, Bryan Hooi, Jin Song Dong
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Narrow Fine-Tuning Erodes Safety Alignment in Vision-Language Agents
Idhant Gulati, Shivam Raval
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Learning to Self-Evolve
Xiaoyin Chen, Canwen Xu, Yite Wang, Boyi Liu, Zhewei Yao, Yuxiong He
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
On Path to Multimodal Historical Reasoning: HistBench and HistAgent
Jiahao Qiu, Fulian Xiao, Yimin Wang, Yuchen Mao, Yijia Chen, Xinzhe Juan, Siran Wang, Xuan Qi, Tongcheng Zhang, Zixin Yao, Jiacheng Guo, Yifu Lu, Charles Argon, Jundi Cui, Daixin Chen, Junran Zhou, Shuyao Zhou, Zhanpeng Zhou, Ling Yang, Shilong Liu et al. (5 additional authors not shown)
EnterpriseOps-Gym: Environments and Evaluations for Stateful Agentic Planning and Tool Use in Enterprise Settings
Shiva Krishna Reddy Malay, Shravan Nayak, Jishnu Sethumadhavan Nair, Sagar Davasam, Aman Tiwari, Sathwik Tejaswi Madhusudhan, Sridhar Krishna Nemala, Srinivas Sunkara, Sai Rajeswar
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Verifying the Verifiers: Failure Attribution for Agentic Benchmark Diagnostics and Training Data Curation
Jesse Hu, Pratyush Shukla, Ke Huang
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Alignment Propagation: Spreading Cooperative Behaviors in Multi-Agent Systems through Seed Agents
Asuka Yuxi Zheng, Nicole Hsing, Yi Zhao, Haoqin Tu, Jen-tse Huang
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Cold-Start Personalization via Training-Free Priors from Structured World Models
Avinandan Bose, Shuyue Stella Li, Faeze Brahman, Pang Wei Koh, Simon Shaolei Du, Yulia Tsvetkov, Maryam Fazel, Lin Xiao, Asli Celikyilmaz
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
Understanding Knowledge Acquisition and Release in Language Models via Circuits
Kiran Raja, Arav Maheria, Andrew Bae, Alan Sun
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone
GASP: Guided Asymmetric Self-Play For Coding LLMs
Swadesh Jana, Cansu Sancaktar, Tomáš Daniš, Georg Martius, Antonio Orvieto, Pavel Kolev
- Published: 02 Mar 2026, Last Modified: 10 Apr 2026
- LLA 2026 Poster
- Readers: Everyone

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Published: 02 Mar 2026, Last Modified: 10 Apr 2026
LLA 2026 Poster
Readers: Everyone