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researcher

Jeff Guo

10 papers hereh-index 12614 citations23 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author5

Across the 9 of 10 papers where every author was matched, so the position is known.

fields
  • q-bio.BM5
  • cs.AI2
  • cs.CE1
  • cs.LG1
  • physics.chem-ph1
same name
  • Jeff Guo — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20232025
most citedSaturn: Sample-efficient Generative Molecular Design using Memory Manipulation

6 citations · 19 across the 10 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

q-bio.BM2023

Beam Enumeration: Probabilistic Explainability For Sample Efficient Self-conditioned Molecular Design

Jeff Guo, Philippe Schwaller

Generative molecular design has moved from proof-of-concept to real-world applicability, as marked by the surge in very recent papers reporting experimental validation. Key challen…

q-bio.BM2023★ 3 cited

Augmented Memory: Capitalizing on Experience Replay to Accelerate De Novo Molecular Design

Jeff Guo, Philippe Schwaller

Sample efficiency is a fundamental challenge in de novo molecular design. Ideally, molecular generative models should learn to satisfy a desired objective under minimal oracle eval…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.