From 5af8c034c865a078e643a020506b4fd8d2584909 Mon Sep 17 00:00:00 2001 From: Aadarsh Agarwal Date: Wed, 29 Jul 2026 13:07:40 -0400 Subject: [PATCH] Finalize conclusion and research contracts --- arxiv/main.tex | 44 +++++++++++++++++---------------------- assets/pixcell-paper.pdf | Bin 2385384 -> 2384974 bytes 2 files changed, 19 insertions(+), 25 deletions(-) diff --git a/arxiv/main.tex b/arxiv/main.tex index a996e370..308076f0 100644 --- a/arxiv/main.tex +++ b/arxiv/main.tex @@ -894,22 +894,22 @@ \subsection{Training with verifier-derived signals} \section{Conclusion and research contracts}\label{sec:conclusion} PixCell establishes a visual-to-executable interface for photonic component -creation. Multimodal coding agents recover parametric programs from calibrated -silhouettes, deterministic verification makes those programs measurable, and -their live variables connect reconstruction to cross-stack evaluation. The -same executable relationship enables synthetic dataset creation and -verifier-derived training. These results connect representation, verification, -retargeting, simulation, and training through one program interface. - -The results leave four research directions that matter directly to what -PixCell can establish. We release them as research contracts. The paper records -their purpose, while the versioned contract files define the current tests, -evidence requirements, and claim boundaries: +creation where multimodal agents can successfully represent visual inputs as +parametric code composed of geometric primitives. The deterministic +verification metric makes those programs measurable, and their parametric +nature connects reconstruction to cross-stack evaluation and the possibility +of PDK retargeting. This interface also enables synthetic dataset creation and +verifier-derived training. As a result, we have connected representation, +verification, retargeting, simulation, and training through one program +interface. The results leave four research directions that matter directly to +what PixCell can establish. We release them as research contracts, with the +versioned contract files defining the current tests, evidence requirements, +and claim boundaries: \begin{enumerate} \item \textbf{RC-01, shape-aware visual verification,} extends geometric scoring so structurally correct reconstructions can be separated from visually similar -shortcuts. This matters because verification guides reconstruction, selection, -and training throughout PixCell. +shortcuts. Verification guides reconstruction, selection, and training +throughout PixCell, and so better verification metrics are crucial. \item \textbf{RC-02, process-faithful 2D-to-3D retargeting,} carries editable programs into fuller stack and fabrication models. This connects the parametric freedom demonstrated in Sec.~\ref{sec:pdk} to physical conclusions beyond @@ -927,28 +927,22 @@ \section{Conclusion and research contracts}\label{sec:conclusion} The current versioned terms, evidence requirements, and executable verdict logic for these directions are released under \href{https://github.com/QPG-MIT/PixCell/tree/main/research-contracts} -{\texttt{research-contracts/}}. The -\href{https://pixcell.qpaig.com/\#research-contracts}{PixCell project page} +{\texttt{research-contracts/}} in the PixCell repository. The +\href{https://pixcell.qpaig.com/\#research-contracts}{PixCell webpage} shows live funding and claim state, links each specification, and provides the -claim controls. A claimant signs in through GitHub and selects an available -contract, or opens a claim-request issue in the repository. Issuer-side -recomputation of the required evidence determines settlement. The contracts -therefore extend PixCell's central separation to follow-on work: researchers -and agents choose how to search, while frozen evidence and independent -recomputation determine what can be claimed. +claim controls. Importantly, our recomputation of the required evidence +determines settlement of these contracts. \paragraph*{Data and code availability.} The PixCell implementation, benchmark fixtures, 208 reconstruction programs, conductor measurements, worker transcripts, retargeting records, simulation inputs and result matrices, training recipes, and figure-generation scripts are released at \url{https://github.com/QPG-MIT/PixCell}. The repository maps claims to -artifacts in \texttt{data/README.md}; large FDTD fields and render rasters +artifacts in \texttt{data/README.md}. Large FDTD fields and render rasters are indexed by a checksummed external-bundle manifest. The frozen synthetic curriculum is released at \url{https://huggingface.co/datasets/qpaig-mit/pixcell} under revision -\texttt{v2.0.0}. Derived training tables and figure assets are included, -while the full attempt and run ledgers are designated for the companion -training artifact release. +\texttt{v2.0.0}. Derived training tables and figure assets are included. \begin{acknowledgments} Artificial Intelligence, particularly Claude Opus 4.8, Fable 5, and ChatGPT diff --git a/assets/pixcell-paper.pdf b/assets/pixcell-paper.pdf index c36905d5ed95cf8b27d8eef3221e58e716f7950a..161bd15519517f32ec1daa93dc62d94e1a105cc9 100644 GIT binary patch delta 31112 zcmV(;K-<6Q%aH-j$dLhngaL#Cgad>Ggaw2Kga?EOgb9QSgbRcWgbjoagb#!egb{=i zgcF1mgcXDqgcpPugc*bygd2n$gdKz)gdc<;gdwyd=4Jsmmyy0ACIU7!mk(zm8-MR( zqoNH(NQ#grX*`9DuBoZ#tPIJ~-xo;$BzWY}({DFsUl)@}B0&(x2atRF*G=9;`d@kT z>gHwKV*a1o_kX6gU(>%o;lE#RzyEgo-5>QW^>E6W+qc)v1hGl2gt}?F1!wK;+w<>t zA*>QY$M=7H`}6G&-|G9_I8xn08h^-X@A61*(&NN>vqpJ|Bf0P%Z2GT!2%*xb#;1|x z`t@n&Gg>J*Ok`j0TIC6!X^`jpTl%Vdo-+TH+tY91#k(uS zd{2D>^v!>}n0}|{R`Pe-uQG1xqhEO(-r@v~mOt&;{;SjH8iBK>Kh&emsDED2u3qIc z-%KnYlvpS>txWqM zqs$#%?>->F(D_5G!71}p<&Dh9{3*bKcNNlaU!LeYd@wSwJRy>4d{<}HIBWTk7xkub zs6R2y2w+&3|VbTStFyOJ9~Y_jtf}0xNT`I1cCpHLurzp2E<)Z=0YS 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