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Solver

Syntologyentry name in harvested coderead from the graph 2026-09-24

Solver appears in the code Syntology harvested for 10 papers, as 10 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 6 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named Solver do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 6 of the 10 distinct code bodies named Solver; 4 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
6ran
4unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 10 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

10 papers shown of 10, newest first; 10 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 3 papers added by Syntology. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems added by Syntology 2026-05 (from id) wzhSteve/EPC-AW/MAS/epc_aw/solver.py b9f5b9aaa47e5aa8 ran no licence file found · pointer only
Graph Normalization: Fast Binarizing Dynamics for Differentiable MWIS added by Syntology 2026-05 (from id) vislearn/libmpopt/python/mpopt/mwis/solver.py bf51804eb1997207 ran MIT (permissive)
Tortoise and Hare Guidance: Accelerating Diffusion Model Inference with Multirate Integration added by Syntology 2025-11 (from id) yhlee-add/THG/solvers/ddim.py e059f92a3f7185ac ran no licence file found · pointer only
InfoCons: Identifying Interpretable Critical Concepts in Point Clouds via Information Theory 26 May 2025 llffff/infocons-pc/code/core/attention_bottleneck.py 1b8f5321259b5acc ran no licence file found · pointer only
Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark 18 Jul 2024 visual-haystacks/vhs_benchmark/solvers/caption_aggregation_solver.py aee4f4b7957bf3ec ran MIT (permissive)
StructGPT: A General Framework for Large Language Model to Reason over Structured Data 16 May 2023 RUCAIBox/StructGPT/structgpt_for_tableqa.py 930ccc93da2ca9ed unverified Apache-2.0 (permissive)
PatchRot: A Self-Supervised Technique for Training Vision Transformers 27 Oct 2022 s-chh/patchrot/solver_pretrain.py decc3f36ccf0b149 unverified MIT (permissive)
A Confidence-based Iterative Solver of Depths and Surface Normals for Deep Multi-view Stereo 19 Jan 2022 thuzhaowang/idn-solver/core/networks/solver.py 48ee9dbd9f84db8c unverified MIT (permissive)
Inverse Optimal Control Adapted to the Noise Characteristics of the Human Sensorimotor System 21 Oct 2021 rothkopflab/inverse-optimal-control/ioc/methods/solvers.py c77baa3aef7b9fdd ran GPL-3.0 (copyleft) · pointer only
Efficient semidefinite-programming-based inference for binary and multi-class MRFs 4 Dec 2020 locuslab/sdp_mrf/sdp_mrf/solvers.py 29da6a3bf1666757 unverified MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections