ICML 2025 Workshop PRAL Submissions

Optimizing Agentic Architectures for Cybersecurity Tasks with Trace
Anish Chaudhuri, Prerit Choudhary, Max Piasevoli, Shannon Xiao, Allen Nie
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Improving LLM Agent Planning with In-Context Learning via Atomic Fact Augmentation and Lookahead Search
Samuel Holt, Max Ruiz Luyten, Thomas Pouplin, Mihaela van der Schaar
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
FormulaCode: Evaluating Agentic Superoptimization on Large Codebases
Atharva Sehgal, James Hou, Swarat Chaudhuri, Jennifer J. Sun, Yisong Yue
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Representing Prompting Patterns with PDL: Compliance Agent Case Study
Mandana Vaziri, Louis Mandel, Yuji Watanabe, Hirokuni Kitahara, Martin Hirzel, Anca Sailer
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Zero-Shot Instruction Following in RL via Structured LTL Representations
Mattia Giuri, Mathias Jackermeier, Alessandro Abate
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
EditLord: Learning Code Transformation Rules for Code Editing
Weichen Li, Albert Jan, Baishakhi Ray, Junfeng Yang, Chengzhi Mao, Kexin Pei
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Time to Impeach LLM-as-a-Judge: Programs are the Future of Evaluation
Tzu-Heng Huang, Harit Vishwakarma, Frederic Sala
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
InstructFlow: Adaptive Symbolic Constraint-Guided Code Generation for Long-Horizon Planning
Haotian Chi, Zeyu Feng, Yueming Lyu, Chengqi Zheng, Linbo Luo, Yew-Soon Ong, Ivor Tsang, Hechang Chen, Yi Chang, Haiyan Yin
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Sketch-Plan-Generalize : Learning and Planning with Neuro-Symbolic Programmatic Representations for Inductive Spatial Concepts
Namasivayam Kalithasan, Sachit Sachdeva, Gurarmaan Singh Panjeta, Harsh Himanshu Vora, Himanshu Gaurav Singh, Vishal Bindal, Arnav Tuli, Divyanshu Agarwal, Rohan Paul, Parag Singla
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Discovering Logic-Informed Intrinsic Rewards to Explain Human Policies
Chengzhi Cao, Yinghao Fu, Chao Yang, Shuang Li
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Searching Latent Program Spaces
Matthew Macfarlane, Clément Bonnet
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL Oral
- Readers: Everyone
Lifelong Experience Abstraction and Planning
Peiqi Liu, Leslie Pack Kaelbling, Joshua B. Tenenbaum, Jiayuan Mao
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL Oral
- Readers: Everyone
Afterburner: Reinforcement Learning Facilitates Self-Improving Code Efficiency Optimization
Mingzhe Du, Anh Tuan Luu, Yue Liu, Yuhao QING, Dong HUANG, Xinyi He, Qian Liu, Zejun MA, See-Kiong Ng
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
How Robust Reinforcement Learning Enables Courier-Friendly Route Planning for Last-Mile Delivery?
Ziying Jia, Zeyu Dong, Miao Yin, Sihong He
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Interpretable Reward Modeling with Active Concept Bottlenecks
Sonia Laguna, Kasia Kobalczyk, Julia E Vogt, Mihaela van der Schaar
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Weak-for-Strong: Training Weak Meta-Agent to Harness Strong Executors
Fan Nie, Lan Feng, Haotian Ye, Weixin Liang, Pan Lu, Huaxiu Yao, Alexandre Alahi, James Zou
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Leveraging LLM-based sentiment analysis for portfolio optimization with proximal policy optimization
Kemal Kirtac, Guido Germano
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Learning Game-Playing Agents with Generative Code Optimization
Zhiyi Kuang, Ryan Rong, YuCheng Yuan, Allen Nie
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Making LLMs Program Interpreters via Execution Trace Chain of Thought
Koshi Eguchi, Takuya Akiba
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Learning to Discover Abstractions for LLM Reasoning
Yuxiao Qu, Anikait Singh, Yoonho Lee, Amrith Setlur, Ruslan Salakhutdinov, Chelsea Finn, Aviral Kumar
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Learned Representations Enhance Multi Agent Path Planning
Marius Captari, Herke van Hoof
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
DyPO: Dynamic Policy Optimization for Multi-Turn Interactive Reasoning
Xiao Feng, Bo Han, Zhanke Zhou, Jiaqi Fan, Jiangchao Yao, Ka Ho Li, Dahai Yu, Michael Ng
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Large Language Models Can Think and Act Probabilistically
Kou Misaki, Takuya Akiba
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
ReasonRec: A Reasoning-Augmented Multimodal Agent for Unified Recommendation
Yihua Zhang, Xi Liu, Xihuan Zeng, Mingfu Liang, Jiyan Yang, Rong Jin, Wen-Yen Chen, Yiping Han, Hao Ma, Bo Long, Huayu Li, Buyun Zhang, Liang Luo, Sijia Liu, Tianlong Chen
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone
Inefficiencies of Meta Agents for Agent Design
Batu El, Mert Yuksekgonul, James Zou
- Published: 14 Jun 2025, Last Modified: 19 Jul 2025
- ICML 2025 Workshop PRAL
- Readers: Everyone