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Connected Papers: Find and Map Related Research Papers

Enter a paper title, DOI, URL, keyword, or research topic to discover related studies, influential publications, cited works, newer research, and important connections within your field. Move beyond long lists of search results and understand how academic research actually fits together.

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No complicated search queriesVisual paper mappingBuilt for students and researchers
Free Connected Papers Tool
Attention Is All Y…Neural Machine Tra…Seq2Seq LearningBERT: Pre-Training…GPT: Generative Pr…Vision Transformer…Layer NormalizationT5: Text-to-Text T…RoBERTaXLNetMulti-Head AttentionPositional EncodingALBERTLongformerSwitch Transformer…
Origin paper
Recent (2020+)
Prior work
Earlier foundational
drag · hover · click

Enter a paper title, DOI, URL, keyword, or research topic, then build a visual map of the citations, related studies, and connected authors around it.

Free plan available. No complicated search queries.
Enter a paper or topic
Generate its research map
Select a connected paper
Review citations and abstract
Explore earlier or newer work
Save or export useful papers
Enter a paper or topic
Generate its research map
Select a connected paper
Review citations and abstract
Explore earlier or newer work
Save or export useful papers

Find Related Papers

Discover relevant academic papers without repeating dozens of keyword searches.

Visualize Connections

Understand relationships between papers through an interactive connected graph.

Trace Research Over Time

Move from foundational studies to recent and trending papers.

Build Better Bibliographies

Collect relevant references for assignments, theses, reviews, and publications.

What is a connected papers tool

What Is a Connected Papers Tool?

A connected papers tool starts from one paper — the seed, or origin paper — and builds a visual graph of the research most strongly related to it. Instead of a ranked list of keyword matches, you get a map: nodes for papers, lines for relationships, and clusters for shared subfields.

Two papers can sit close together on the map even when neither cites the other directly, because closeness is also shaped by shared references and overlapping citations, not citation links alone. That's what lets visual exploration surface papers a keyword search would miss — while it supports, rather than replaces, your own critical reading of what you find.

What is Connected Papers?

Connected Papers is a visual research tool that turns one known paper into a graph of related work, using citation and similarity signals to place strongly connected studies near each other — so you can explore a field visually instead of scrolling through search results.

A search list vs. a research map

  • Keyword search — fast, but limited to matching terms
  • Citation list — shows what's cited, not what's similar
  • Similarity graph — surfaces related work by shared context
  • Visual clusters — related subfields appear at a glance
See it in action

See How Connected Papers Works

Answering: "How does Connected Papers work?" — from a single paper to a full research map in a few clicks.

  • Enter a known academic paper
  • Generate its research map
  • Select a connected paper
  • Review its title, author, year, abstract, and citations
  • Explore earlier or newer related work
  • Save, collect, or export useful papers

Every click deepens the map

Selecting any connected paper regenerates the graph around it — so you can walk forward into newer research or backward into the foundational work it builds on, one paper at a time.

How does it find related research

How Does Connected Papers Find Related Research?

Five steps, from a single input to a graph you can keep exploring.

01

Start with a paper or research topic

Search using a paper title, DOI, academic URL, keyword, author, or a supported identifier such as a PubMed or arXiv ID.

TitleDOIarXiv IDPubMed IDKeywordAuthor
02

Analyze academic relationships

Signals like shared references, direct citations, co-citation patterns, topic and abstract similarity, and research-field relevance are used to judge how closely two papers relate.

03

Build a connected research graph

Papers become nodes, relationships become links, and closely related work forms visible clusters — with size, colour, and distance each carrying meaning (more on that below).

04

Recommend the most relevant papers

Foundational, highly cited, closely related, and recently published papers all surface within the same map, instead of separate searches.

05

Continue exploring from any paper

Select another node and the graph regenerates around it — building a deeper research path with every click.

Reading the map

How to Understand the Paper Connection Map

Every part of the graph is deliberate. Here's what each element means.

Paper Nodes

Each node represents a single academic paper — its position, size, and colour are never arbitrary.

Connecting Lines

A line indicates a calculated relationship or similarity between two papers, not necessarily a direct citation.

Research Clusters

Groups of nearby nodes often share a topic, method, theory, or subfield worth exploring together.

Node Size

Larger nodes generally reflect higher citation counts or stronger influence within the map.

Node Colour

Colour reflects publication recency, helping you spot older foundational work versus newer studies at a glance.

Distance Between Papers

Closer papers are more strongly related; distance grows as similarity and shared context decrease.

Which paper is the origin paper?

The origin paper is the seed you searched for — it's marked distinctly on the map, usually near the centre, since every other node's position is calculated relative to it.

Beyond a standard paper search

Explore More Than a Standard Paper Search

Every capability below is part of the Connected Papers workflow.

Visual Paper Mapping

View connected research as a graph rather than a basic ranked list.

Related Paper Finder

Find studies that examine similar questions, methods, topics, or datasets.

Citation Mapping

Follow citations to understand how papers influence one another over time.

Papers That Cite a Paper

Discover newer articles that cited a selected publication.

References and Prior Research

Trace the important studies that came before your selected paper.

Recent and Derivative Research

Find newer research, reviews, replications, and developments.

Multi-Paper Connections

Add two or more origin papers to find the research they share.

Filters and Sorting

Narrow by publication year, author, citation count, journal, field, and more.

Paper Viewer

Preview essential details without ever leaving the graph.

Save and Collect Papers

Create a research reading list or project collection as you explore.

Export Citations

Export references in formats like BibTeX, RIS, or CSV.

Research History

Return to previously generated maps and paper searches any time.

Free and premium features

Choose the Right Connected Papers Plan

Start free, and upgrade when your research needs larger maps or deeper history. Current limits are always shown on the pricing page.

Free

$0 / forever

Explore Connected Papers and see how it fits your research.

  • Limited paper maps per month
  • Related-paper discovery
  • Basic citation mapping
  • Full graph exploration
  • Paper previews
  • Standard filters and exports

Why researchers use paper mapping

A graph doesn't just show what exists — it shows how it relates, so field orientation takes minutes instead of days.

Move beyond keyword matchingUnderstand a field fasterExplore interdisciplinary links
Why use connected paper mapping

Why Researchers Use Connected Paper Mapping

1

Move beyond exact keyword matching

2

Understand a new research field faster

3

Find papers you might otherwise miss

4

Identify foundational research

5

Discover recent research developments

6

Save time during literature reviews

7

Strengthen academic bibliographies

8

Explore interdisciplinary connections

Who can use Connected Papers

Connected Papers for Different Users

Undergraduate students

  • Find credible academic sources
  • Understand unfamiliar topics
  • Prepare research assignments

Master's and PhD students

  • Conduct literature reviews
  • Build thesis bibliographies
  • Locate research gaps
  • Trace theoretical foundations

Researchers and scientists

  • Explore related methods
  • Track field development
  • Find recent, influential papers
  • Investigate interdisciplinary work

Professors and lecturers

  • Prepare reading lists
  • Introduce a research field
  • Find teaching materials

Academic writers

  • Find supporting evidence
  • Verify related work
  • Expand reference coverage

R&D teams and librarians

  • Review scientific literature
  • Explore technical approaches
  • Teach literature-search techniques
Across every field

Find Connected Research Across Academic Fields

From machine learning to philosophy, the graph works the same way everywhere.

Artificial Intelligence & ML

Trace model architectures back to their foundational papers.

Medicine & Healthcare

Follow clinical evidence from trial to trial.

Biology & Biotechnology

Map methods and findings across related studies.

Engineering

Explore technical approaches to a shared problem.

Computer Science

Connect algorithms, benchmarks, and systems work.

Environmental Science

Trace findings across ecosystems and datasets.

Psychology

Follow theories and replications through the field.

Education

Compare pedagogical studies and outcomes.

Economics & Finance

Connect models, data, and policy analysis.

Social Sciences

Map qualitative and quantitative research together.

Business & Management

Trace frameworks back to their origins.

Law, Philosophy & Humanities

Explore how ideas and arguments build on one another.

Practical research questions

What Can You Do With Connected Papers?

?Find papers related to one important study
?Find papers that cite a paper
?Find the sources cited by a paper
?Build a literature review
?Create a thesis bibliography
?Explore a new research topic
?Find trending papers in a field
?Compare research methods
?Identify research gaps
?Find review papers and meta-analyses
Getting started

How to Find Connected Papers in Five Steps

01

Enter a paper or topic

Search using a title, DOI, URL, keyword, author, or identifier.

02

Choose the correct paper

Confirm the author, year, journal, and title before building the map.

03

Generate the paper map

Build a visual map around your selected origin paper.

04

Explore related research

Open nodes, examine clusters, apply filters, and follow citation paths.

05

Save or export useful papers

Create a collection and export citations for later review.

Connected papers example

Connected Papers Example

A single origin paper, mapped into its closest related studies, its foundational source, a recent follow-up, and a review — all from one search.

Attention Is All Y…Neural Machine Tra…Seq2Seq LearningBERT: Pre-Training…GPT: Generative Pr…Vision Transformer…Layer NormalizationT5: Text-to-Text T…RoBERTaXLNetMulti-Head AttentionPositional EncodingALBERTLongformerSwitch Transformer…
Origin paper
Recent (2020+)
Prior work
Earlier foundational
drag · hover · click
Role in the mapPaperYearRelationship
Origin paperDeep Reinforcement Learning for Robotic Grasping2020
Closely relatedSim-to-Real Transfer for Manipulation Policies2021Shared method and dataset
Closely relatedVision-Based Grasp Planning with CNNs2019Overlapping citations
FoundationalPlaying Atari with Deep Reinforcement Learning2013Cited by origin paper
Recent follow-upGeneralizable Grasping via Foundation Models2024Cites origin paper
Review paperA Survey of Robot Learning for Manipulation2023Synthesizes the cluster
Mapping vs. keyword search

Connected Papers vs Keyword-Based Paper Search

Most researchers benefit from using both — neither fully replaces the other.

CapabilityConnected Paper MappingTraditional Paper Search
Search starting pointKnown paper or topicMainly keywords
Results formatVisual graph and listsRanked result list
Relationship discoveryStrongLimited
Topic clustersVisibleUsually not visible
Research timelineEasy to observeRequires manual review
Interdisciplinary discoveryEasierDependent on terminology
Best useExploration and mappingPrecise database retrieval
Not a citation tree

Paper Similarity Mapping Is Not the Same as a Citation Tree

A citation tree only shows direct citation relationships — what actually cites what. Connected Papers is not a citation tree: it also uses co-citation and shared-reference signals, so two papers can appear close together even if neither one cites the other.

Citation search is best when you need to trace an exact citation trail. Similarity mapping is best when you want to discover conceptually related work that a citation list alone wouldn't surface.

Two related, but different, signals

  • Direct citation — paper A explicitly cites paper B
  • Co-citation — other papers cite A and B together
  • Shared references — A and B draw on the same sources
  • Topical similarity — A and B address a similar question
Choosing the right method

Choose the Right Research Discovery Method

Connected paper mapping is strongest for discovery and field orientation; other methods remain important for exhaustive, reproducible searching.

MethodStrongest forWeaker for
Connected PapersVisual discovery, field orientation, timelinesExhaustive systematic search
Google ScholarBroad keyword search, citation countsVisualizing relationships
Research databasesReproducible, exhaustive retrievalDiscovering unexpected connections
Reference managersOrganizing sources you already haveFinding new sources
AI research assistantsSummarizing and answering questionsMapping the wider research landscape
Manual reference checkingVerifying a specific citation trailSpeed and scale
Evaluating what you find

How to Evaluate Papers Found Through a Research Graph

A connected map helps you discover papers — it doesn't judge their quality for you.

Check the Publication Source

Review the journal, conference, repository, or publisher behind the paper.

Confirm the Publication Type

Differentiate peer-reviewed articles, preprints, reviews, and conference papers.

Read the Methodology

Don't rely only on titles, abstracts, or citation numbers.

Review Publication Date

Consider whether your topic needs current or foundational research.

Examine Citations Carefully

Highly cited doesn't automatically mean methodologically strong.

Look for Corrections or Retractions

Verify the paper's current publication status before relying on it.

Literature review use cases

Build a Better Literature Review With Connected Papers

Define your research question, select several trusted seed papers, and generate individual and multi-origin maps to identify major clusters, foundational works, and newer research worth including.

Can Connected Papers help with a systematic review?

A connected graph can support literature discovery, but systematic reviews still require transparent database searches, documented inclusion criteria, and human evaluation of every source.

From map to bibliography

  • Select several trusted seed papers
  • Generate multi-origin maps
  • Identify clusters and conflicting findings
  • Apply inclusion and exclusion criteria
  • Search academic databases separately
  • Record and cite your final sources
Finding what's missing

Can Connected Papers Help Identify Research Gaps?

It can help you notice possible gaps — but a graph alone can't prove that a true research gap exists.

Small or isolated clusters

May point to an underexplored subtopic.

Missing theory connections

Gaps between related theories worth bridging.

Understudied populations

Groups rarely represented in the sample data.

Limited recent research

A topic that's gone quiet in recent years.

Repeated methods, few alternatives

A field that could use methodological diversity.

Contradictory findings

Disagreements worth resolving with new work.

Foundational, little follow-up

Influential papers with surprisingly few descendants.

Emerging intersections

New links forming between separate fields.

Avoid these mistakes

Common Mistakes to Avoid When Finding Research Papers

Starting with an unrepresentative paper

Your origin paper shapes the entire map.

Treating citation count as quality

Popularity and rigor aren't the same thing.

Using only one graph

Different seed papers surface different clusters.

Ignoring recent papers

Older, highly cited work can crowd out newer findings.

Depending only on AI recommendations

Use the map to guide reading, not replace it.

Skipping full-text review

Abstracts and previews aren't a substitute for reading.

Assuming every result is peer reviewed

Preprints and conference papers appear too.

Using a graph as a complete search

Systematic work still needs database searches.

Failing to record search decisions

Document what you searched and why.

Citing a paper without reading it

A node on a map is a lead, not a citation.

Data & transparency

Where Does Our Research Data Come From?

Coverage, freshness, and known limitations — stated plainly rather than oversold.

DATA COVERAGE

Spans multiple academic disciplines through partnered academic indexes and open metadata sources; coverage varies by field and publisher.

UPDATE FREQUENCY

Indexes refresh regularly, though newly published papers may take time to appear.

METADATA & DOI MATCHING

Titles, authors, and citations are matched against DOIs where available, with manual and automated de-duplication.

ALGORITHM LIMITATIONS

Similarity scoring is a modeled estimate, not a guarantee — always verify important connections yourself.

Is Connected Papers' database complete?

No database is complete. Coverage is broad across many disciplines but varies by field, publisher, and how recently a paper was indexed — treat any single map as a strong starting point, not an exhaustive record.

Privacy & responsible use

Research Privacy and Responsible AI

🗂

Searches & saved maps

Your searches and saved research maps are tied to your account and can be managed or removed from your settings.

Human responsibility

The graph supports discovery; evaluating a source's quality and relevance is always the researcher's judgment call.

🔒

Data encryption

Account data and saved research are protected in line with our published security practices.

🎓

Citation & academic integrity

Cite the original paper you've read and verified — never a generated map or summary in its place.

Built for serious research

Built to Support Serious Academic Research

Transparent about data sources, algorithm limitations, and what the tool can and can't tell you — because good research tools earn trust rather than claim it.

Research stories

How Researchers Use Connected Papers

Mapping my seed paper surfaced a foundational 2014 study my keyword searches had missed entirely — it reshaped my whole related-work section.

AM
A. Martinez
PhD Student, Literature Review

I built a reading list for a new seminar in an afternoon by walking outward from one paper instead of screening fifty search results.

RK
R. Kapoor
Lecturer, Reading List Prep

Moving into an adjacent field, the clusters showed me which subtopics mattered before I'd read a single abstract.

TS
T. Sørensen
Scientist, New Field Orientation

Building my thesis bibliography, the map kept surfacing recent papers that cited my key sources — sources I'd have found weeks later otherwise.

JN
J. Nakamura
Undergraduate, Bibliography

Our team compared four technical approaches to the same problem in one sitting, side by side on the same graph.

LP
L. Petrov
R&D Team, Method Comparison

The origin-paper marker made it easy to teach students how citation and similarity actually differ, in one visual.

HB
H. Bello
Librarian, Research Support

Turn One Research Paper Into a Complete Research Map

Start with a paper you already know and discover the studies, references, authors, topics, and research developments connected to it.

Search by title, DOI, URL, or keywordNo advanced database query requiredFree plan available
Frequently asked questions

Frequently Asked Questions About Connected Papers

Answering the first five below reveals the next five — keep going until you've seen them all.

Connected Papers is a visual research tool that maps the studies most closely related to a single paper you search for, using citation and similarity signals rather than a simple keyword match.

You enter a paper, DOI, or topic, and the tool analyzes shared references, citations, and topical similarity to place related papers on a visual graph around your origin paper.

Yes — it uses AI-assisted similarity analysis to judge how closely papers relate, alongside citation data, to build each graph.

A free plan is available with a limited number of paper maps per month. Premium plans increase your map limits and unlock deeper features.

A visual map where nodes represent papers, lines represent relationships, and clusters represent related subfields — built around the paper you searched for.

Click a question above to reveal more

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Limitations of AI
Max Jamilly, a PhD student at the University of Oxford, Fintan Nagle, a cognitive neuroscientist at UCL, and Charles Ross, Chairman of the Brain Mind Forum, discuss a new era of human and machine symbiosis for artificial intelligence.
NoneMax Jamilly, F. Naglâ¦3 Citations2018Connected Papers
DOI: 10.1093/ITNOW/BWY006CiteSaveSource
Limitations of AI
The promise of AI with its breathtaking range of applications seems to be without limits. To elaborate on limitations of AI may therefore be perceived by some of our readers as a spin in opposite directions. AI is so much associated with accelerating innovation, insight, and decision making that we see its opportunities as immeasurable. And yet, even for AI, there are limits and challenges, as we â¦
NoneEberhard Hechler, Mâ¦0 Citations2020Connected Papers
DOI: 10.1007/978-1-4842-6206-1_13CiteSaveSource
The Limits of Artificial Intelligence
This paper examines the boundaries of current machine learning systems, focusing on generalization, data dependence, and the absence of causal reasoning that constrains real-world deployment across domains.
NoneR. Kaur et al.7 Citations2022Connected Papers
DOI: 10.1016/j.artint.2022.103771CiteSaveSource
Rethinking AI Limitations
We argue that many perceived limitations of AI stem from misaligned evaluation methods rather than fundamental capability gaps, and propose a framework for more faithful benchmarking of model behavior.
NoneT. Okafor, L. Reyes1 Citation2023Connected Papers
DOI: 10.1145/3583131.3590482CiteSaveSource

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Annu. Rev. Sociol. 2002. 28:167–95
doi: 10.1146/annurev.soc.28.110601.141107
Copyright © 2002 by Annual Reviews. All rights reserved
THE STUDY OF BOUNDARIES IN THE SOCIAL SCIENCES
Michèle Lamont and Virág Molnár
Department of Sociology, Princeton University, Princeton, New Jersey 08540; e-mail: Mlamont@princeton.edu, vmolnar@phoenix.princeton.edu
Key Words  culture, identity, inequality, community, borders
■ Abstract  In recent years, the concept of boundaries has been at the center of influential research agendas in anthropology, history, political science, social psychology, and sociology. This article surveys some of these developments while describing the value added provided by the concept, particularly concerning the study of relational processes. It discusses literatures on (a) social and collective identity; (b) class, ethnic/racial, and gender/sex inequality; (c) professions, knowledge, and science; and (d) communities, national identities, and spatial boundaries.
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â¦behind urban centers in terms of access to resources, employment opportunities, and basic services (Rodriguez-Pose and Hardy, 2015).

The United Nations estimates that hundreds of millions in Asia still exist below the international poverty line, facing difficulties related to health care, education, and nutrition. Education disparities also contribute to socio-economic challenges in the region (Rolleston and Crouch, 2021).

Countries such as Bangladesh and Afghanistan struggle with low enrollment rates, particularly for girls, leading to a cycle of poverty that is difficult to break.

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