Cause and effect discovery of ancient sea level changes

Explore causal discovery models inspired by geology for advanced sea-level research and validation.

Innovative Research in Sea-Level Dynamics

At WSDC, we pioneer causal discovery models and analysis tools to advance sea-level research through geology-inspired methodologies and experimental validation.

A rocky shoreline with a distant horizon under a partly cloudy sky. The sea appears to have receded, revealing wet rocks and patches of seaweed. White cliffs are visible on the left side of the image.
A rocky shoreline with a distant horizon under a partly cloudy sky. The sea appears to have receded, revealing wet rocks and patches of seaweed. White cliffs are visible on the left side of the image.

Causal Discovery Services

We provide innovative causal analysis tools and frameworks for advanced sea-level research and geological insights.

Rocky cliffs rise above a deep blue ocean under a clear sky. The landscape features rugged, light-colored rocks that contrast with the vibrant sea. The scene captures the serene beauty of coastal geology.
Rocky cliffs rise above a deep blue ocean under a clear sky. The landscape features rugged, light-colored rocks that contrast with the vibrant sea. The scene captures the serene beauty of coastal geology.
A rocky coastal landscape with scattered small and large stones leading to the ocean. The tide appears low, revealing patches of wet sand and shallow pools of water. Green algae cover parts of the rocks, hinting at recent high tide. In the distance, a clear blue sky stretches over the expansive sea, while on the horizon, a few buildings are visible along the shoreline.
A rocky coastal landscape with scattered small and large stones leading to the ocean. The tide appears low, revealing patches of wet sand and shallow pools of water. Green algae cover parts of the rocks, hinting at recent high tide. In the distance, a clear blue sky stretches over the expansive sea, while on the horizon, a few buildings are visible along the shoreline.
Causal Analysis Tools

Our tools leverage geological principles for effective causal inference and multi-level evidence integration analysis.

Experimental Validation

Integrating sealevelnet into GPT architecture for rigorous experimental validation and testing of models.

Causal Discovery

Innovative research in sea-level causal analysis and geology.

A rocky coastal landscape featuring eroded formations creating natural archways and caves. Several people are visible on the top of the formations, highlighting the scale of the geological features. The sky is overcast, and the water below is calm, filled with an array of smooth stones.
A rocky coastal landscape featuring eroded formations creating natural archways and caves. Several people are visible on the top of the formations, highlighting the scale of the geological features. The sky is overcast, and the water below is calm, filled with an array of smooth stones.
Causal Model

Simulating core methods of sea-level research effectively.

A calm seascape with a rocky shoreline and a stone structure partially submerged in the water under a clear blue sky. A person stands in the water near the stone structure, and a large leaf obstructs part of the view in the foreground.
A calm seascape with a rocky shoreline and a stone structure partially submerged in the water under a clear blue sky. A person stands in the water near the stone structure, and a large leaf obstructs part of the view in the foreground.
Analysis Tools

Developing algorithms inspired by geological principles for discovery.

A sandy beach with jagged, rocky formations extending into the calm sea under a cloudy sky. Two people are exploring the rocks, one kneeling and the other standing.
A sandy beach with jagged, rocky formations extending into the calm sea under a cloudy sky. Two people are exploring the rocks, one kneeling and the other standing.
A serene coastal landscape with gentle waves crashing against the shore. In the foreground, a grassy cliff provides a vantage point over the ocean. An old, partially submerged shipwreck adds an element of mystery, with parts of the structure jutting out of the water.
A serene coastal landscape with gentle waves crashing against the shore. In the foreground, a grassy cliff provides a vantage point over the ocean. An old, partially submerged shipwreck adds an element of mystery, with parts of the structure jutting out of the water.
Integration Phase

Integrating sealevelnet into GPT architecture for validation.

Experimental Testing

Focusing on testing modes for enhanced research outcomes.

Research

Innovative causal discovery for sea-level analysis.

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