Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Let $G$ be a directed graph embedded in a surface. A map $\phi : E(G) \rightarrow \mathbb {R}$ is a tension if for every circuit $C \subseteq G$, the sum of $\phi$ on the forward edges of $C$ is equal to the sum of $\phi$ on the backward edges of $C$. If this condition is satisfied for every circuit of $G$ which is a contractible curve in the surface, then $\phi$ is a local tension. If $1 \le |\phi (e)| \le \alpha -1$ holds for every $e \in E(G)$, we say that $\phi$ is a (local) $\alpha$-tension. We define the circular chromatic number and the local circular chromatic number of $G$ by $\chi _{\mathrm {c}}(G) =\inf \{ \alpha \in \mathbb {R} \mid {}$ $G$ has an $\alpha$-tension$\}$ and $\chi _{\operatorname {loc}}(G) = \inf \{ \alpha \in \mathbb {R} \mid {}$ $G$ has a local $\alpha$-tension$\}$, respectively. The invariant $\chi _{\mathrm {c}}$ is a refinement of the usual chromatic number, whereas $\chi _{\operatorname {loc}}$ is closely related to Tutteâs flow index and Bouchetâs biflow index of the surface dual $G^*$. From the definitions we have $\chi _{\operatorname {loc}}(G) \le \chi _{\mathrm {c}}(G)$. The main result of this paper is a far-reaching generalization of Tutteâs coloring-flow duality in planar graphs. It is proved that for every surface $\mathbb {X}$ and every $\varepsilon > 0$, there exists an integer $M$ so that $\chi _{\mathrm {c}}(G) \le \chi _{\operatorname {loc}}(G)+\varepsilon$ holds for every graph embedded in $\mathbb {X}$ with edge-width at least $M$, where the edge-width is the length of a shortest noncontractible circuit in $G$. In 1996, Youngs discovered that every quadrangulation of the projective plane has chromatic number 2 or 4, but never 3. As an application of the main result we show that such âbimodalâ behavior can be observed in $\chi _{\operatorname {loc}}$, and thus in $\chi _{\mathrm {c}}$ for two generic classes of embedded graphs: those that are triangulations and those whose face boundaries all have even length. In particular, if $G$ is embedded in some surface with large edge-width and all its faces have even length $\le 2r$, then $\chi _{\mathrm {c}}(G)\in [2,2+\varepsilon ] \cup [\frac {2r}{r-1},4]$. Similarly, if $G$ is a triangulation with large edge-width, then $\chi _{\mathrm {c}}(G)\in [3,3+\varepsilon ] \cup [4,5]$. It is also shown that there exist Eulerian triangulations of arbitrarily large edge-width on nonorientable surfaces whose circular chromatic number is equal to 5.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it