fixed evidence, controlled failures, and contract-based payoff

The image shows a black and white diagram depicting fixed evidence, controlled failures, and contract-based payoff. The diagram is composed of several boxes connected by arrows, with text written on them.

The image shows a black and white diagram depicting fixed evidence, controlled failures, and contract-based payoff. The diagram is composed of several boxes connected by arrows, with text written on them.
feature cube
feature cube
feature cube
a compact horizontal 4-panel vector academic figure
a compact horizontal 4-panel vector academic figure
a compact horizontal 4-panel vector academic figure
Share this image:

Image Details

Style Type:

SVG


Style:

Bold


Size:

1344x768 (16:9)


Used image guide:

No


Prompt:

Create a compact horizontal 4-panel vector academic figure in NeurIPS style: white background, thin borders, mild rounded corners, minimal decoration, tightly packed, no infographic/poster look. Title: Fixed Evidence, Controlled Failures, and Contract-Based Payoff. Color scheme: blue setup, orange failures, purple contract, green payoff. Panels left to right with arrows: (a) Fixed Evidence Setup: schematic prediction heatmap + P(ignite) color bar; dashed divider; blue 3D feature cube with axes C,Y,X,T; arrow to candidate heads H1,H2,…,Hk; bottom boxes: Held fixed: inputs, split, predictions/features, post-processing; Changed later: reading or selector. (b) Fixed-Output Reading Instability: subtitle outputs fixed within each entry; small heatmap; 3 mini-cards: Strict, T+S, Union, each with a tiny grid schematic and minimal legend; bottom anchor Strict F1 0.86% -> Union F1 51.46%; italic note same prediction record; only the reading changes. (c) Fixed-Feature Selection Regret: blue feature cube; candidate heads H1,H2,…,Hk; two selector boxes PR-AUC selector chooses h_R and Union-F1 selector chooses h_D; formula Regret = Union-F1(h_D) - Union-F1(h_R); bottom anchor up to 88.10 pp union-F1 regret. (d) Contract Before Claim: formula C = (T, M, Λ, S, A); list T Task, M Metric/evidence view, Λ Tolerance, S Scope, A Adaptation family; bottom two green payoff boxes: occupancy/spread — clearest decision-task gap and retrieval/regression — narrower gaps, ties, different orderings.. Emphasize a cohesive composition, cinematic lighting, vivid details, strong subject focus, and layered depth.


Description:

The image shows a black and white diagram depicting fixed evidence, controlled failures, and contract-based payoff. The diagram is composed of several boxes connected by arrows, with text written on them.


Seed:

4250777687209847300

Download:

Rating:


Rated:

0 times


Downloaded:

1 time


Shared:

0 times


Prompt adherence:

Click objects below to focus the zoom.


Related images

  • The image shows a black and white logo with the words "let cobrat" on it, set against a white background. The logo consists of a box with an eye in the center, surrounded by a circle of text.
  • The image shows an owl with its wings spread wide, holding a feather in its talons. Its feathers are a mix of white and grey, and its eyes are a bright yellow. Its beak is slightly open, as if it is about to take flight.
  • The image shows a black and white illustration of a scale with a cloud and a calculator next to it. On the scale, there are two buckets and a wheel, and on the right side of the image there is some text. The background is white.
  • The image shows a woman sitting at a desk with a laptop in front of her and a light bulb above her head. She is wearing a white shirt and has a thoughtful expression on her face, as if she is deep in thought.
  • The image shows a man sitting at a desk with a laptop in front of him, illuminated by a light bulb above his head. He appears to be focused on the laptop, suggesting he is working on a project.