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Frontier Brief · Collision 2026

Deep learning×Optoelectronics

41.5Collision Index
1.9%historical odds of first co-publication

This pair ranks in the top 0.5% of every collision candidate in the corpus. Across held-out years, pairs scoring that well went on to co-publish at 8.2× the base rate, typically within 3 years.

How this was measured →
Frontier Brief

The Frontier Brief for this collision is still being written. The evidence below already reflects the current model run.

Players in this space · predicted

Pre-company space. No named players have staked this collision yet — an emerging pairing where the field, not a firm, is the story so far.

Who actually spans both fields · graph-verified

49 researchers publish on both sides of this collision without the fields themselves having met. Every name below is counted from papers in the corpus — not inferred.

ResearcherDeep learning / Optoelectron…
  • Qiangfei XiaPolitecnico di Milano
    26
  • J. Joshua YangUnidades Centrales Científico-Técnicas
    24
  • Can LiUniversity of Pittsburgh
    14
  • Dirk EnglundPalacký University Olomouc
    14
  • Hao JiangCenter for Functional Nanomaterials
    14
  • Alexandra E. BoltassevaDrexel University
    14
  • Peng LinMaterial Measurement Laboratory
    14
  • Yuchao YangSandia National Laboratories
    22
  • Daniele IelminiInstitut de Microelectrònica de Barcelona
    22
  • Thomas MikolajickUniversity of California, Santa Barbara
    13
Institutionpapers each side
  • Chinese Academy of SciencesCN
    49348
  • Stanford UniversityUS
    72186
  • Nanyang Technological UniversitySG
    45178
  • Massachusetts Institute of TechnologyUS
    41162
  • University of CambridgeGB
    39111
  • Tsinghua UniversityCN
    4195
Closest work to the seambridge fields touched

Counted from the corpus. Institution counts use best-effort affiliation (every author on a paper is paired with every institution on it), so read them as presence, not headcount.

Deep-Dive

A premium Deep-Dive is being generated for this collision — check back soon.