Dielectric Constant

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

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Most implemented papers archive 2025-07-28

3 shown of 3 papers with code (17 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• CrystalFormer-RL: Reinforcement Fine-Tuning for Materials Design
  3 Apr 2025 1 repository listed Syntology ran 2 of 3 samples · 1 unverified · 2 pointer-only (licence)
  Reinforcement fine-tuning has instrumental enhanced the instruction-following and reasoning abilities of large language models.
• Dielectric Tensor Prediction for Inorganic Materials Using Latent Information from Preferred Potential
  15 May 2024 1 repository listed
  Dielectrics are crucial for technologies like flash memory, CPUs, photovoltaics, and capacitors, but public data on these materials are scarce, restricting research and development.
• Pushing the Pareto front of band gap and permittivity: ML-guided search for dielectric materials
  11 Jan 2024 1 repository listed
  Meanwhile, we report the first high-purity synthesis and dielectric characterization of Bi2Zr2O7 with a band gap of 2.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.