ICLR 2025 Workshop LLM Reason and Plan Submissions

Thinking Slow, Fast: Scaling Inference Compute with Distilled Reasoners
Daniele Paliotta, Junxiong Wang, Matteo Pagliardini, Kevin Li, Aviv Bick, Albert Gu, François Fleuret, Tri Dao
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
MINDSTORES: Memory-Informed Neural Decision Synthesis for Task-Oriented Reinforcement in Embodied Systems
Anirudh Chari, Suraj Marpadga Reddy, Aditya Tiwari, Richard Lian, Brian Lee Zhou
- Published: 05 Mar 2025, Last Modified: 17 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Understanding Financial Reasoning in AI: A Multimodal Benchmark and Error Learning Approach
SHUANGYAN DENG, Haizhou Peng, Jiachen Xu, Chunhou Liu, Ciprian Doru Giurcaneanu, Jiamou Liu
- Published: 05 Mar 2025, Last Modified: 17 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
IGDA: INTERACTIVE GRAPH DISCOVERY THROUGH LARGE LANGUAGE MODEL AGENTS
Alexander Havrilla, David Alvarez-Melis, Nicolo Fusi
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
UNDERSTANDING INFERENCE SCALING LAWS FOR MIXTURES OF LLMS
Alexander Havrilla, Srishti Gureja
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
StochasTok: Improving Fine-Grained Subword Understanding in LLMs
Anya Sims, Cong Lu, Klara Kaleb, Jakob Nicolaus Foerster, Yee Whye Teh
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation
Bo Pang, Hanze Dong, Jiacheng Xu, Silvio Savarese, Yingbo Zhou, Caiming Xiong
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models
Sid Bharthulwar, John Rho, Katrina Brown
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Refining Answer Distributions for Improved Large Language Model Reasoning
Soumyasundar Pal, Didier Chételat, Yingxue Zhang, Mark Coates
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Feedback-Aware Monte Carlo Tree Search for Efficient Information Seeking in Goal-Oriented Conversations
Harshita Chopra, Chirag Shah
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
When More is Less: Understanding Chain-of-Thought Length in LLMs
Yuyang Wu, Yifei Wang, Tianqi Du, Stefanie Jegelka, Yisen Wang
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
MALT: Improving Reasoning with Multi-Agent LLM Training
Sumeet Ramesh Motwani, Chandler Smith, Rocktim Jyoti Das, Rafael Rafailov, Ivan Laptev, Philip Torr, Fabio Pizzati, Ronald Clark, Christian Schroeder de Witt
- Published: 17 Mar 2025, Last Modified: 17 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Chain-of-Timeline: Enhancing LLM Zero-Shot Temporal Reasoning with SQL-Style Timeline Formalization
Jiaying Wu, Bryan Hooi
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
ReVISE: Learning to Refine at Test-Time via Intrinsic Self-Verification
Hyunseok Lee, Seunghyuk Oh, Jihoon Tack, Jaehyung Kim, Jinwoo Shin
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Implicit Language Models are RNNs: Balancing Parallelization and Expressivity
Mark Schöne, Babak Rahmani, Heiner Kremer, Fabian Falck, Hitesh Ballani, Jannes Gladrow
- Published: 05 Mar 2025, Last Modified: 18 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
LLMs Are Not Good Strategists, Yet Memory-Enhanced Agency Boosts Reasoning
Yi Wu, Zhimin Hu
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Lost in Time: Clock and Calendar Understanding Challenges in Multimodal LLMs
Rohit Saxena, Aryo Pradipta Gema, Pasquale Minervini
- Published: 05 Mar 2025, Last Modified: 18 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
GRAPE: Generalizing Robot Policy via Preference Alignment
Zijian Zhang, Kaiyuan Zheng, Zhaorun Chen, Joel Jang, Yi Li, Siwei Han, Chaoqi Wang, Mingyu Ding, Dieter Fox, Huaxiu Yao
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Large Language Model-Enhanced Multi-Armed Bandits
Jiahang Sun, Zhiyong Wang, Runhan Yang, Chenjun Xiao, John C.S. Lui, Zhongxiang Dai
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Reinforcement Learning in Inference Time: A Perspective from Successive Policy Iterations
Xinnan Zhang, Chenliang Li, Siliang Zeng, Jiaxiang Li, Zhongruo Wang, Songtao Lu, Alfredo Garcia, Mingyi Hong
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models
Zhanke Zhou, Xuan Li, Zhaocheng Zhu, Mikhail Galkin, Xiao Feng, Sanmi Koyejo, Jian Tang, Bo Han
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Learning to Defer for Causal Discovery with Imperfect Experts
Oscar Clivio, Divyat Mahajan, Perouz Taslakian, Sara Magliacane, Ioannis Mitliagkas, Valentina Zantedeschi, Alexandre Drouin
- Published: 05 Mar 2025, Last Modified: 20 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning
Pan Lu, Bowen Chen, Sheng Liu, Rahul Thapa, Joseph Boen, James Zou
- Published: 05 Mar 2025, Last Modified: 18 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst
Hongru WANG, Deng Cai, Wanjun Zhong, Shijue Huang, Jeff Z. Pan, Zeming Liu, Kam-Fai Wong
- Published: 05 Mar 2025, Last Modified: 14 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration
Qinglin Zhu, Runcong Zhao, Hanqi Yan, Yulan He, Yudong Chen, Lin Gui
- Published: 05 Mar 2025, Last Modified: 19 Mar 2025
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone