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cs.LG2026
Depot-Closed Multi-Component Construction for Neural Vehicle Routing
Shinichiro Hamada, Hisashi Kashima
Most neural constructive solvers for the vehicle routing problem (VRP) use route-by-route construction, extending one route until completion before starting the next. This commits…
cs.LG2026
Predicting Drafted Deck Strength for "Magic: the Gathering"
Tomas Rigaux, Hisashi Kashima
Many real-world games do not admit a fixed, compact rule set: instead, their dynamics are defined by interactions among a large and often evolving collection of game pieces, making…
cs.MA2026
MACC: Multi-Agent Collaborative Competition for Scientific Exploration
Satoshi Oyama, Yuko Sakurai, Hisashi Kashima
Scientific discovery still relies heavily on the manual efforts of individual researchers, leading to limited exploration, redundant trials, and reduced reproducibility. Human-part…