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20222026
most citedTILP: Differentiable Learning of Temporal Logical Rules on Knowledge Graphs

11 citations · 24 across the 20 of their papers we have counts for

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cs.AI2026

EPOCH: Coverage-Aware Evolution with Experiential Preference Optimization for LLM-based Automated Heuristic Design

Oguzhan Gungordu, Ayse Tursucular, Siheng Xiong +1

LLM-based automated heuristic design (AHD) discovers heuristics for combinatorial optimization problems (COPs), where an LLM generates candidates in an evolutionary search. Existin…

cs.AI2026

PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs

Oguzhan Gungordu, Siheng Xiong, Faramarz Fekri

Large Language Models (LLMs) have enabled automated heuristic design (AHD) for combinatorial optimization problems (COPs), but existing frameworks' reliance on fixed evolutionary r…