Papers › Interpretable machine learning: definitions, methods, and applications
Interpretable machine learning: definitions, methods, and applications
W. James Murdoch, Chandan Singh, Karl Kumbier, Reza Abbasi-Asl, Bin Yu
Official code for using / reproducing ACD (ICLR 2019) from the paper "Hierarchical interpretations for neural network predictions" https://arxiv.org/abs/1806.05337
In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.
For agents, Syntology's MCP tool lists every function and class Syntology harvested from this paper and whether it ran (how to connect): get_harvested_code_for_paper(arxiv_id="1901.04592")
Code
Syntology Ran 2 of 27 code samples harvested from 1 repository linked to this paper; 25 have no recorded run. Of those that ran: 2 ran · honoured contract.
By repository: community (archive-listed): 27 samples from 1 repository, 2 ran. The run record, sample by sample. “Ran” means executed on a synthesized input, not that the code is correct or reproduces the paper.
Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.
Code Syntology ran Syntology
27 samples harvested; 2 ran; 2 honoured the contract we drafted; 25 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.
Licence: 0 of the 27 samples are pointer only, meaning Syntology does not serve that copy's text. This page shows no code text for any sample; each one links to its file in the repository.
Harvested from csinva/hierarchical-dnn-interpretations. “Ran” means the sample executed on a synthesized input. It does not mean the output is correct, and nothing here reproduces the paper's results. “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.
Each sample ends with its 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.
Repository labels, per sample. official repository: The archive marks this repository official for the paper. named in the paper: The archive records that the paper mentions this repository; it is not marked official. community (archive-listed): In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper. found in paper text by Syntology: Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted. community: Not in the archive's code links for this paper; a community repository Syntology harvested. Samples from a repository marked official are listed first. Licence labels name the repository's licence as recorded at 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 label for the reason. File links open the file on GitHub at the default branch, which may have changed since the harvest.
54e4782533ba8866 · report
4100b072ce597ce6 · report
33d9d5e45e5d68c0 · report
7eae009e30183429 · report
be288b6f3d3d398a · report
8becf4c93688ea33 · report
7930da855e30bb01 · report
5120f7225c37624b · report
d5f59990e6fe26e2 · report
9f35efb88f5d2085 · report
3094108dbe03f52e · report
0fbfcd3ecb36c8bf · report
9c3f257866bb5fb0 · report
f4beec75da6f8e0d · report
557ddf3dd7b26d8b · report
b5ed9dfff1bbb2d1 · report
d589fb3829819544 · report
46f245f91c8c2e4a · report
170ff6204f66b748 · report
2c90ac9573576d86 · report
9e337dcd6fa467df · report
1b19ddbd7737cc58 · report
35f2273c5de00174 · report
6b39e8b9e90c1d43 · report
2ae7daa6e619d55a · report
e02745f340467d1d · report
afaa71c3c23899ba · report
Tasks
Results from the paper archive 2025-07-28
No leaderboard rows for this paper in the archive.
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