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A systematic survey on large language models for algorithm design
Algorithm Design (AD) is crucial for effective problem-solving across various domains. The
advent of Large Language Models (LLMs) has notably enhanced the automation and …
advent of Large Language Models (LLMs) has notably enhanced the automation and …
Monte Carlo Tree Search for Comprehensive Exploration in LLM-Based Automatic Heuristic Design
Handcrafting heuristics for solving complex planning tasks (eg, NP-hard combinatorial
optimization (CO) problems) is a common practice but requires extensive domain …
optimization (CO) problems) is a common practice but requires extensive domain …
Text2World: Benchmarking Large Language Models for Symbolic World Model Generation
Recently, there has been growing interest in leveraging large language models (LLMs) to
generate symbolic world models from textual descriptions. Although LLMs have been …
generate symbolic world models from textual descriptions. Although LLMs have been …
Your Language Model May Think Too Rigidly: Achieving Reasoning Consistency with Symmetry-Enhanced Training
Large Language Models (LLMs) have demonstrated strong reasoning capabilities across
various tasks. However, even minor variations in query phrasing, despite preserving the …
various tasks. However, even minor variations in query phrasing, despite preserving the …
From System 1 to System 2: A Survey of Reasoning Large Language Models
Achieving human-level intelligence requires refining the transition from the fast, intuitive
System 1 to the slower, more deliberate System 2 reasoning. While System 1 excels in …
System 1 to the slower, more deliberate System 2 reasoning. While System 1 excels in …
Generating Symbolic World Models via Test-time Scaling of Large Language Models
Solving complex planning problems requires Large Language Models (LLMs) to explicitly
model the state transition to avoid rule violations, comply with constraints, and ensure …
model the state transition to avoid rule violations, comply with constraints, and ensure …