1<!DOCTYPE html><html lang="en"><head><meta charset="utf-8"> 2 3
4<script type="text/front-matter"> 5 title: Publishing in the Distill Research Journal 6 description: How to publish in Distill, review policy, etc. 7</script>
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The goal is to best communicate science and serve the reader.</td> 1068 </tr> 1069 <tr class="normal-row"> 1070 <td class="property">Scholarly<br>Recognition</td> 1071 <td class="reason">Distill articles are peer reviewed and appear in Google Scholar. Distill is also registered with the Library of Congress and CrossRef. <span class="doi">ISSN: <a href="https://lccn.loc.gov/2017201669">2476-0757</a> DOI: <a href="http://doi.org/10.23915/distill">http://doi.org/10.23915/distill</a></span></td> 1072 </tr> 1073 <tr class="normal-row"> 1074 <td class="property">Neutrality</td> 1075 <td class="reason">Distill provides a neutral platform for multiple authors to jointly publish. This is in contrast to a personal website, where outside contributors may get less credit.</td> 1076 </tr> 1077 <tr class="normal-row"> 1078 <td class="property">Impact</td> 1079 <td class="reason">Distill articles are read by tens of thousands of people.</td> 1080 </tr> 1081 </tbody></table> 1082 </div> 1083 1084 <hr> 1085 1086 1087 <h2 id="scope">Journal Scope</h2> 1088 1089 <p>Distill is an academic journal in the area of Machine Learning. The distinguishing trait of a Distill article is outstanding communication and a dedication to human understanding. Distill articles often, but not always, use interactive media.</p> 1090 1091 <p>One good test for whether your article is a fit for Distill is whether your collaborators and you are willing to put in whatever time is necessary to write and illustrate an outstanding article. In our experience, this often takes 100+ hours. Typically, this means that there is at least one collaborator who is very enthusiastic about explaining things well.</p> 1092 1093 <hr> 1094 1095 <h2 id="article-types">Article Types</h2> 1096 1097 <p>
1097Distill is open to publishing a wide range of academic artifacts, provided they meet our editorial standards:</p> 1098 1099 <div> 1100 <table class="distill-table"> 1101 <tbody><tr class="normal-row"> 1102 <td class="property">Researchâ</td> 1103 <td class="reason"> Distill publishes novel research results of significant interest to the community. </td> 1104 </tr> 1105 <tr class="normal-row"> 1106 <td class="property">Exposition</td> 1107 <td class="reason">Distill publishes articles explaining, synthesizing and reviewing existing research. This includes Reviews, Tutorials, Primers, and Perspective articles. 1108 <p class="minor-details">The editorial team is especially interested in <a href="http://explorableexplanations.com/">explorable explanations</a>.</p> 1109 <p class="minor-details"><b>Examples:</b> <a href="http://distill.pub/2017/momentum/">Why Momentum Really Works</a>, <a href="http://distill.pub/2016/augmented-rnns/">Attention and Augmented Recurrent Neural Networks</a></p> </td> 1110 </tr> 1111 <tr class="normal-row"> 1112 <td class="property">Commentary</td> 1113 <td class="reason">Distill occasionally publishes non-technical essays on topics ranging from public policy to meta-discussion of science. 1114 <p class="minor-details">Please discuss intentions with <a href="mailto:[email protected]">[email protected]</a> prior to submission.</p> 1115 <p class="minor-details"><b>Examples:</b> <a href="http://distill.pub/2017/research-debt/">Research Debt</a></p></td> 1116 </tr> 1117 <tr class="normal-row"> 1118 <td class="property">Resources <br>& Artifacts</td> 1119 <td class="reason">Distill is willing to publish non-traditional academic artifacts. This includes resources such as datasets and tools, but also more unusual artifacts. 1120 <p class="minor-details">Please discuss intentions with <a href="mailto:[email protected]">[email protected]</a> prior to submission.</p></td> 1121 </tr> 1122 </tbody></table> 1123 </div> 1124 1125 <p>There are no word count limits for any article type. Articles should be whatever length best serves the readerâââjust be aware that rambling is an easy failure mode.</p> 1126 1127 1128 <hr> 1129 1130 <h2 id="review-criteria">What Distill Reviews For</h2> 1131 1132 <p>Distill primarily reviews for three things:</p><p> 1133 1134 </p><div> 1135 <table class="distill-table"> 1136 <tbody><tr class="normal-row"> 1137 <td class="property">Advancing <br> Dialogue</td> 1138 <td class="reason">All Distill articles must significantly advance the research communityâs dialogue. 1139 <p class="minor-details">This could mean presenting significant novel results, giving a new perspective on known results, or even commentary on public policy.</p></td> 1140 </tr> 1141 <tr class="normal-row"> 1142 <td class="property">Outstanding<br>Communication</td> 1143 <td class="reason">Distill holds itself to an extremely high standard for communication. 1144 <p class="minor-details">This often, but not always, means that articles will use interactive media.</p></td> 1145 </tr> 1146 <tr class="normal-row"> 1147 <td class="property">Scientific<br>Integrity </td> 1148 <td class="reason">Articles should not only accurately report results, but also make sure high-level description of work matches the results, and be transparent about any weaknesses.</td> 1149 </tr> 1150 </tbody></table> 1151 </div> 1152 1153 <p>Distill provides the <a href="https://docs.google.com/document/d/16BNLdSmoUc1zqydECJ8trYkVNDnKVlxT57EEXhCxWSc/edit#">Distill Reviewer Worksheet</a> to help evaluate articles. Reviewers and authors alike are encouraged to refer to this worksheet, be it for self-evaluation or during the review process. </p> 1154 1155 <p>In order for Distill to best serve the community, and to create a respected space for non-traditional contributions, itâs critical for Distill to hold high publication standards. Unfortunately, this means many articles have to be rejected, including good articles that may be publishable elsewhere.</p> 1156 1157 <hr> 1158 1159 <h2 id="writing">Writing a Distill Article</h2> 1160 1161 <div style="margin-top: 10px; margin-bottom: 40px; padding: 20px; border: 1px solid hsla(40, 70%, 70%); background: hsla(40, 70%, 95%); border-radius: 4px;"> 1162 Distill is <a href="https://distill.pub/2021/distill-hiatus/">on an indefinite hiatus</a> and no longer accepting 1163 submissions.</div> 1164 1165 <p>Distill articles are prepared in HTML using the Distill infrastru
1165ctureâââsee the <a href="http://distill.pub/guide/">getting started guide</a> for details. The infrastructure provides nice default styling and standard academic features while preserving the flexibility of the web.</p> 1166 1167 <p>Distill articles must be released under the <a href="https://creativecommons.org/licenses/by/3.0/us/">Creative Commons Attribution license</a>. Distill is a primary publication and will not publish content which is identical or substantially similar to content published elsewhere.</p> 1168 1169 <p>To submit an article, first create a GitHub repository for your article.<dt-fn><sup><span id="fn-1" data-hover-ref="dt-fn-hover-box-0" style="cursor:pointer">1</span></sup></dt-fn> You can keep it private during the review process if you would likeâââjust share your repository with <a href="https://github.com/distillpub-reviewers">@distillpub-reviewers</a>. Then email <a href="mailto:[email protected]">[email protected]</a> to begin the process.</p> 1170 1171 <p>Distill handles all reviews and editing through GitHub issues. Upon publication, the repository is made public and transferred to the <a href="https://github.com/distillpub">@distillpub</a> organization for preservation. This means that reviews of published work are always public. It is at the authorâs discretion whether they share reviews of unpublished work.</p> 1172 1173 1174 <hr> 1175 1176 <h2 id="review">The Distill Review Process</h2> 1177 1178 <div style="margin-top: 10px; margin-bottom: 40px; padding: 20px; border: 1px solid hsla(40, 70%, 70%); background: hsla(40, 70%, 95%); border-radius: 4px;"> 1179 Distill is <a href="https://distill.pub/2021/distill-hiatus/">on an indefinite hiatus</a> and no longer accepting 1180 submissions.</div> 1181 <p>Distill only considers complete article submissions and evaluates them as is.</p> 1182 1183 <style> 1184 #timeline .review-stage { 1185 fill: white; 1186 font-weight: bold; 1187 font-size: 11px; 1188 } 1189 </style> 1190 <div class="l-middle-outset" style="margin-top:30px; margin-bottom:30px"> 1191 <svg id="timeline" viewBox="0 0 678.3 160"> 1192 <line stroke="#696969" stroke-width="0.5" stroke-miterlimit="10" x1="455.9" y1="31.4" x2="455.9" y2="41.1"></line> 1193 <line stroke="#696969" stroke-width="0.5" stroke-miterlimit="10" x1="230.8" y1="31.4" x2="230.8" y2="41.1"></line> 1194 <line stroke="#696969" stroke-width="0.5" stroke-miterlimit="10" x1="8" y1="31.4" x2="8" y2="41.1"></line> 1195 <path fill="#231F20" d="M454.7,64h2.3c1.1,0,2-0.9,2-2V42.6c0-1.1-0.9-2-2-2h-2.3c-1.1,0-2,0.9-2,2V62C452.7,63.1,453.6,64,454.7,64 1196 z"></path> 1197 <path fill="#231F20" d="M229.7,64h2.3c1.1,0,2-0.9,2-2V42.6c0-1.1-0.9-2-2-2h-2.3c-1.1,0-2,0.9-2,2V62C227.7,63.1,228.6,64,229.7,64 1198 z"></path> 1199 <path fill="#231F20" d="M6.8,64h2.3c1.1,0,2-0.9,2-2V42.6c0-1.1-0.9-2-2-2H6.8c-1.1,0-2,0.9-2,2V62C4.8,63.1,5.7,64,6.8,64z"></path> 1200 <path fill="#0078B3" d="M212.9,63.6h-197c-1.1,0-2-0.9-2-2V42.9c0-1.1,0.9-2,2-2h197l11,11.3L212.9,63.6z"></path> 1201 <path fill="#359696" d="M438.9,63.6h-200c-1.1,0-2-0.9-2-2V42.9c0-1.1,0.9-2,2-2h200l11,11.3L438.9,63.6z"></path> 1202 <path fill="#379F5A" d="M663.9,62.9h-200c-1.1,0-2-0.9-2-2V42.2c0-1.1,0.9-2,2-2h200l11,11.3L663.9,62.9z"></path> 1203 <text class="review-stage" transform="matrix(1 0 0 1 22.8571 55.5716)">Editorial Review</text> 1204 <text class="review-stage" transform="matrix(1 0 0 1 245.8571 55.5716)">Peer Review</text> 1205 <text class="review-stage" transform="matrix(1 0 0 1 469.8571 55.5716)">Post-Publication Review</text> 1206 <rect x="470.9" y="76.6" fill="none" width="178.7" height="108"></rect> 1207 <text transform="matrix(1 0 0 1 470.8571 84.4806)"><tspan x="0" y="0" fill="#231F20" font-family="'Helvetica'" font-size="11px">Distill has ongoing review after </tspan><tspan x="0" y="15" fill="#231F20" font-family="'Helvetica'" font-size="11px">publication. This allows subject </tspan><tspan x="0" y="30" fill="#231F20" font-family="'Helvetica'" font-size="11px">experts and people trying to build on </tspan><tspan x="0" y="45" fill="#231F20" font-family="'Helvetica'" font-size="11px">work to raise issues after publication.</tspan></text> 1208 <rect x="245.9" y="76.6" fill="none" width="177.6" height="108"></rect> 1209 <text transform="matrix(1 0 0 1 245.8571 84.4806)"><tspan x="0" y="0" fill="#231F20" font-family="'Helvetica'" font-size="11px">Peer reviewers give detailed</tspan><tspan x="0" y="15" fill="#231F20" font-family="'Helvetica'" font-size="11px">feedback to help articles meet </tspan><tspan x="0" y="30" fill="#231F20" font-family="'Helvetica'" font-size="11px">Distillâs high standards.</tspan></text> 1210 <rect x="23.9" y="76.6" fill="none" width="183.3" height="108"></rect> 1211 <text transform="matrix(1 0 0 1 23.8571 84.4806)"><tspan x="0" y="0" fill="#231F20" font-family="'Helvetica'" font-size="11px">Distill does an initial assessment of </tspan><tspan x="0" y="15" fill="#231F20" font-family="'Helvetica'" font-size="11px">whether a submission looks like a fit. </tspan><tspan x="0" y="30" fill="#231F20" font-family="'Helvetica'" font-size="11px">This saves both Distill and the authors</tspan><tspan x="0" y="45" fill="#231F20" font-family="'Helvetica'" font-size="11px">energy if it doesnât make sense.</tspan></text> 1212 <g> 1213 <rect x="421.9" y="18.9" fill="none" width="69" height="13.7"></rect> 1214 <text transform="matrix(1 0 0 1 426.7165 26.8139)" fill="#231F20" font-family="'Helvetica-Bold'" font-size="11px">Publication </text> 1215 </g> 1216 <g> 1217 <rect x="5" y="18.9" fill="none" width="69" height="13.7"></rect> 1218 <text transform="matrix(1 0 0 1 5 26.8139)" fill="#231F20" font-family="'Helvetica-Bold'" font-size="11px">Submission </text> 1219 </g> 1220 <g> 1221 <rect x="196.3" y="5.6" fill="none" width="69" height="25"></rect> 1222 <text transform="matrix(1 0 0 1 206.6402 13.4806)"><tspan x="-6.7" y="13" fill="#231F20" font-family="'Helvetica-Bold'" font-size="11px">Accepted for Review</tspan></text> 1223 </g> 1224 <text transform="matrix(1 0 0 1 246.5238 155)" fill="#231F20" font-family="'Helvetica-Oblique'" font-size="11px">Approximately 1â3 months</text> 1225 <text transform="matrix(1 0 0 1 470.8571 155)" fill="#231F20" font-family="'Helvetica-Oblique'" font-size="11px">Ongoing</text> 1226 <text transform="matrix(1 0 0 1 23.8571 155)" fill="#231F20" font-family="'Helvetica-Oblique'" font-size="11px">Approximately 1â4 weeks</text> 1227 </svg></div> 1228 1229 <p>The first two stages of review are led by an editor. The editor will bring in external peer reviewers based on their discretion as to what perspectives are needed, optimizing for high-quality review and an excellent review experience for all parties. The amount of time these stages take is highly variable depending on how responsive the authors are.</p> 1230 1231 <!-- "excellent review experience" --> 1232 1233 <p>For all publications, Distill will review for outstanding communication and design, in addition to scientific quality and integrity. Our reviewing criteria are more explicitly described
1233in the <a href="https://docs.google.com/document/d/16BNLdSmoUc1zqydECJ8trYkVNDnKVlxT57EEXhCxWSc/edit#">Distill Reviewer Worksheet</a>, which will be used by external reviewers to evaluate a submission. We recommend authors also spend some time using it to self-evaluate and identify areas for improvement. 1234 1235 <!-- <style> 1236 @media(min-width: 768px) { 1237 .before-after { 1238 display: flex; 1239 } 1240 .before-after :first-child { 1241 margin-right: 10px; 1242 } 1243 .before-after :last-child { 1244 margin-left: 10px; 1245 } 1246 } 1247 </style> 1248 <figure class=" before-after l-middle-outset"> 1249 <div> 1250 <figcaption><b>Before editing</b></figcaption> 1251 <img src="before.jpg" alt="Before editing"> 1252 </div> 1253 <div> 1254 <figcaption><b>After editing</b></figcaption> 1255 <img src="after.jpg" alt="After editing"> 1256 </div> 1257 </figure> --> 1258 1259 </p><p>In the third stage of review, readers can raise new concerns through GitHub issues. The issues will be moderated by Distillâs moderators. Significant issues may be displayed in the article margin if the author does not address them.</p> 1260 1261 <p>Distill may occasionally publish editorials, commentary, and invited content without peer review. This content will be clearly marked.</p> 1262 1263 1264 <h4>Prior updates to Distillâs Review Process</h4> 1265 1266 <div> 1267 <table class="distill-table"> 1268 <tbody><tr class="normal-row"> 1269 <td class="property wide"><time datetime="2021-07-02">July 2, 2021</time> 1270 </td><td class="reason">Distill went on hiatus and stopped accepting submissions for the indefinite future. 1271 <p class="minor-details">The hiatus and the motivations behind it were <a href="https://distill.pub/2021/distill-hiatus/">announced on Distillâs front page</a>.</p> 1272 </td> 1273 </tr> 1274 <tr class="normal-row"> 1275 <td class="property wide"><time datetime="2018-07-24">July 24, 2018</time> 1276 </td><td class="reason">Distill removed the editorial teamâs mentorship policy, and added procedures for choosing acting editors in the case of a conflict of interest. 1277 <p class="minor-details">These changes were <a href="https://distill.pub/2018/editorial-update">anounced on Distillâs front page</a> and you can view the <a href="https://github.com/distillpub/pipeline/blob/b4c53b7f9b5bc50b4442344cc065c5984a7871d9/pages/journal/index.html">prior version of our policy here</a>.</p></td> 1278 </tr> 1279 <tr class="normal-row"> 1280 <td class="property wide"><time datetime="2018-07-24">March 20, 2017</time></td> 1281 <td class="reason">Articles published before this date were informally reviewed without an official policy on how to do so.</td> 1282 </tr> 1283 </tbody></table> 1284 </div> 1285 1286 1287 <p><em>Distill may occasionally publish revised versions of this policy. When the review policy changes significantly, the revision will be anounced in an editorial update on Distillâs front page.</em></p> 1288 1289 1290 <hr> 1291 1292 <h2 id="conflicts-of-interest">Conflicts of Interest</h2> 1293 1294 <p>Distill editors cannot be involved in the review process for a paper on which they are an author or where they are unable to be objective. In the event of a conflict of interest, Distill editors will select a member of the research community to serve as a temporary âacting editorâ for an article. The acting editor should be a member of the relevant research community, and at armâs length to the authors. The use and identity of an acting editor will be noted in the review process log, and made public if the article is published.</p> 1295 1296 <p>Machine learning is a small field and Distillâs editors will inevitably have prior relationships with some authors. Such relationships must be disclosed in the review process.</p> 1297 1298 <hr> 1299 1300 <h2 id="dual-submissions">Dual Submission Policy</h2> 1301 1302 <p>In order for Distill to be effective in legitimizing non-traditional publishing, it must be perceived as a primary academic publication. This means itâs important for Distill to follow typical âdual publicationâ norms. Itâs also important for us to avoid the perception that Distill is an âaccompanying blog postâ for something like an arXiv paper.</p> 1303 1304 <p>The result is that Distill can only consider articles that are substantially different from those formally published elsewhere, and is cautious of articles informally published elsewhere. Below Distill provides guidance for particular cases:</p> 1305 1306 <ul> 1307 <li id="dual-submissions--no-prior"><strong>
1307No Prior Publication / Low-Profile Informal Publication:</strong> No concerns! </li> 1308 1309 <li id="dual-submissions--preprints"><strong>ArXiv Paper:</strong> Researchers sometimes need to get results out quickly, and arXiv is a great vehicle for doing so. Distill is happy to publish a paper on research that has previously been published on arXiv, as long as thereâs a clear understanding that Distill is the formal publication.</li> 1310 1311 <li id="dual-submissions--workshop-conference"><strong>Previous Workshop / Conference Papers:</strong> Distill is happy to publish more developed and polished âjournal versionsâ of papers. (This is a normal pattern in scientific publishing, although less common in Machine Learning.) These must substantively advance on the previous publications, through some combination of improving exposition, better surfacing of underlying insights and ways of thinking, consolidating a sequence of papers, or expanding with better experiments.</li> 1312 1313 <li id="dual-submissions--hpip"><strong>High-Profile Informal Publication:</strong> Distill sees this as being very similar to publication in a workshop or conference, and has the same expectations as above.</li> 1314 </ul> 1315 1316 <hr> 1317 1318 <h2 id="ethics">Ethics Concerns (eg. Plagiarism, Misconduct, etc.)</h2> 1319 1320 <p>If you have any concern, please email <a href="mailto:[email protected]">[email protected]</a>. You can also reach out to Distillâs editors or steering committee members individually if that feels more comfortable.</p> 1321 1322 <p>Distill is still establishing policies and procedures. As issues arise, Distill will consult with the community and give consideration to the policies of journals the editorial team respects (eg. <a href="https://www.plos.org/">PLOS</a>), the recommendations of the <a href="http://publicationethics.org/">Committee on Publication Ethics</a>, community norms, and the philosophy of the Open Science movement.</p> 1323 1324 <hr> 1325 <h2 id="expand-team">Growing Distillâs Team</h2> 1326 1327 <p>Distill uses the following evaluation process for potential editors:</p> 1328 1329 <ul> 1330 <li>Write an outstanding Distill paper, demonstrating to us that they deeply understand Distillâs mission and have the technical skills needed to evaluate othersâ work.</li> 1331 1332 <li>Interviews with existing editors discussing Distillâs mission and the role of editors.</li> 1333 </ul> 1334 1335 <p>Being a Distill editor means taking on ownership and responsibility for the success of Distill and for publication decisions within your subject matter portfolio. Distill editors are volunteer positions with no compensationâââexcept playing a critical role in advancing a new kind of scientific publishing.</p> 1336 1337 1338 <hr> 1339 1340 <h2 id="expand-scope">Growing Distillâs Scope</h2> 1341 1342 <p>In the long-run, the editorial team believes Distill should be open to expanding to other disciplines, with new editors taking on different topic portfolios.</p> 1343 1344 <p>In considering editors for new topics, Distill has the same <a href="#team">expectations it has for all editors</a> with two modifications:</p> 1345 1346 <ol> 1347 <li>Although Distill does not normally review papers outside its existing topic portfolio, the editorial team will make an exception to review papers from potential editorial candidates. The existing editorial team evaluates exposition while soliciting a third party editor to help us evaluate scientific merit, following Distillâs regular review process. Because this type of review is especially difficult and expensive, Distill will only move forward if the submission plausibly appears to be a very strong article.</li> 1348 1349 <li>A second editor who can share responsibility for the topics you are taking on. This can either be an existing editor expanding to another topic, or someone applying along with you. Having a second editor is important so that editors have someone to talk over difficult cases with, and so that there isnât a single point of failure.</li> 1350 </ol> 1351 1352</dt-article>
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