This view shows the strongest nearby entities first so the page stays fast. Search, recommendations and entity pages still use the full indexed catalog behind the scenes.

24 visible nodes80 visible linksLimit 36 nodesFocus: Lingling Zhang

Current map

Open discovery slice

topic1

work11

author12

Use search, collections or node navigation to narrow the map.

Strongest nodes

6 high-signal entities

authorSignal 10

Lingling Zhang

Researcher

workSignal 9

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

preprint / 2026

authorSignal 8

Shihao Qi

Researcher

authorSignal 7

Jie Ma

Researcher

authorSignal 6

Rui Xing

Researcher

authorSignal 5

Xiao Huang

Researcher

Personal maps

Sign in to save graph views

Saved views keep the query, focus and filters attached to this map.

Sign in

Public snapshots

1 shared view(s)

research mappublic

Trust Signal Map

Public graph snapshot linking moderation, structured review and trust-aware ranking.

Research CollaborationTrust Calibration Reading List

by BZPEER

BZPEERResearch workspace

Discover

Graph

Workspaces

Home Inbox Collections Research Collaboration Publish

Network

Experts Communities Partners

Opportunities

Listings