Methods › General › Activation Functions › Siren
Sinusoidal Representation Network
Siren
Introduced by Vincent Sitzmann et al. in Implicit Neural Representations with Periodic Activation Functions
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Siren, or Sinusoidal Representation Network, is a periodic activation function for implicit neural representations. Specifically it uses the sine as a periodic activation function:
Φ(x) = Wₙ(ϕₙ₋₁ ∘ϕₙ₋₂ ∘…∘ϕ₀ )
Papers archive 2025-07-28
9 shown of 9, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Siren Federate: Bridging document, relational, and graph models for exploratory graph analysis 10 Apr 2025 · 0 repositories · arXiv:2504.07815
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Siren: A Learning-Based Multi-Turn Attack Framework for Simulating Real-World Human Jailbreak Behaviors 24 Jan 2025 · 1 repository · arXiv:2501.14250
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Streaming Neural Images 25 Sep 2024 · 0 repositories · arXiv:2409.17134
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Inference Plans for Hybrid Particle Filtering 21 Aug 2024 · 0 repositories · arXiv:2408.11283
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Siren -- Advancing Cybersecurity through Deception and Adaptive Analysis 10 Jun 2024 · 0 repositories · arXiv:2406.06225
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NEnv: Neural Environment Maps for Global Illumination 26 Jul 2023 · 1 repository
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NeuBTF: Neural fields for BTF encoding and transfer 3 Jul 2023 · 0 repositories · arXiv:2307.01199
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NILUT: Conditional Neural Implicit 3D Lookup Tables for Image Enhancement 20 Jun 2023 · 1 repository · arXiv:2306.11920
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Implicit Neural Representations with Periodic Activation Functions 17 Jun 2020 · 25 repositories · arXiv:2006.09661Syntology ran 49 of 71 samples · 22 unverified · 8 pointer-only (licence)
Tasks archive 2025-07-28
11 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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