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ICLR 2025 Workshop LLM Reason and Plan Submissions

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MAS-GPT: Training LLMs To Build LLM-Based Multi-Agent Systems
Rui Ye, Shuo Tang, Rui Ge, Yaxin Du, Zhenfei Yin, Jing Shao, Siheng Chen
- Published: 05 Mar 2025, Last Modified: 05 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers (Abridged)
Shalev Lifshitz, Sheila A. McIlraith, Yilun Du
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving
Sara Rajaee, Kumar Pratik, Gabriele Cesa, Arash Behboodi
- Published: 05 Mar 2025, Last Modified: 18 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Strategic LLM Decoding through Bayesian Games
Weitong Zhang, Chengqi Zang, Bernhard Kainz
- Published: 05 Mar 2025, Last Modified: 11 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Revealing chemical reasoning in LLMs through search on complex planning tasks
Andres M Bran, Théo A. Neukomm, Daniel P Armstrong, Zlatko Jončev, Philippe Schwaller
- Published: 05 Mar 2025, Last Modified: 05 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
MastermindEval: A Simple But Scalable Reasoning Benchmark
Jonas Golde, Patrick Haller, Fabio Barth, Alan Akbik
- Published: 05 Mar 2025, Last Modified: 13 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
LLMs on the Line: Data Determines Loss-to-Loss Scaling Laws
Prasanna Mayilvahanan, Thaddäus Wiedemer, Sayak Mallick, Matthias Bethge, Wieland Brendel
- Published: 17 Mar 2025, Last Modified: 17 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations
Yanshu Li
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Understanding Reasoning in Thinking Language Models via Steering Vectors
Constantin Venhoff, Iván Arcuschin, Philip Torr, Arthur Conmy, Neel Nanda
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Reasoning Effort and Problem Complexity: A Scaling Analysis in LLMs
Benjamin Estermann, Roger Wattenhofer
- Published: 05 Mar 2025, Last Modified: 18 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
LookPlanGraph: Embodied instruction following method with VLM graph augmentation
Anatoly Onishchenko, Alexey Kovalev, Aleksandr Panov
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
PHYSICS: Benchmarking Foundation Models for Problem Solving in Physics
Kaiyue Feng, Yilun Zhao, Yixin Liu, Tianyu Yang, Chen Zhao, John Sous, Arman Cohan
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Rethinking Fine-tuning when Scaling Test-Time Compute: Limiting Confidence Improves Mathematical Reasoning
Feng Chen, Allan Raventos, Nan Cheng, Surya Ganguli, Shaul Druckmann
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
PC-Agent: A Hierarchical Agentic Framework for Complex Task Automation on PC
Haowei Liu, Xi Zhang, Haiyang Xu, Yuyang Wanyan, Junyang Wang, Ming Yan, Ji Zhang, Chunfeng Yuan, Changsheng Xu, Weiming Hu, Fei Huang
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
FLEX-TRAVELPLANNER: A BENCHMARK FOR FLEXIBLE PLANNING WITH LANGUAGE AGENTS
Juhyun Oh, Eunsu Kim, Alice Oh
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Improving Test-Time Search for LLMs with Backtracking Against In-Context Value Verifiers
Anikait Singh, Kushal Arora, Sedrick Keh, Jean Mercat, Tatsunori Hashimoto, Chelsea Finn, Aviral Kumar
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Resolving Ambiguity through Personalization in LLM chat systems
Sophia Huiwen Sun, Abishek Sankararaman, Balakrishnan Murali Narayanaswamy
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Cutting Through the Noise: Boosting LLM Performance on Math Word Problems
Ujjwala Anantheswaran, Himanshu Gupta, Kevin Scaria, Shreyas Verma, Chitta Baral, Swaroop Mishra
- Published: 05 Mar 2025, Last Modified: 16 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Training Large Language Models to Reason in a Continuous Latent Space
Shibo Hao, Sainbayar Sukhbaatar, DiJia Su, Xian Li, Zhiting Hu, Jason E Weston, Yuandong Tian
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
s1: Simple test-time scaling
Niklas Muennighoff, Zitong Yang, Weijia Shi, Xiang Lisa Li, Li Fei-Fei, Hannaneh Hajishirzi, Luke Zettlemoyer, Percy Liang, Emmanuel Candes, Tatsunori Hashimoto
- Published: 05 Mar 2025, Last Modified: 15 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Multi-Turn Code Generation Through Single-Step Rewards
Arnav Kumar Jain, Gonzalo Gonzalez-Pumariega, Wayne Chen, Alexander M Rush, Wenting Zhao, Sanjiban Choudhury
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Teaching Transformers Causal Reasoning through Axiomatic Training
Aniket Vashishtha, Abhinav Kumar, Atharva Pandey, Abbavaram Gowtham Reddy, Kabir Ahuja, Vineeth N. Balasubramanian, Amit Sharma
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Offline Reinforcement Learning for LLM Multi-Step Reasoning
Huaijie Wang, Shibo Hao, Hanze Dong, Shenao Zhang, Yilin Bao, Ziran Yang, Yi Wu
- Published: 05 Mar 2025, Last Modified: 22 Apr 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Value-Based Deep RL Scales Predictably
Oleh Rybkin, Michal Nauman, Preston Fu, Charlie Victor Snell, Pieter Abbeel, Sergey Levine, Aviral Kumar
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
InductionBench: LLMs Fail in the Simplest Complexity Class
Wenyue Hua, Fei Sun, Liangming Pan, Adam Jardine, William Yang Wang
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone

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