Pith Number

pith:SJNGWRV2

pith:2024:SJNGWRV2PY74C6LKTALJQLTPK5

not attested not anchored not stored refs pending

NNetNav: Unsupervised Learning of Browser Agents Through Environment Interaction in the Wild

Christopher D. Manning, Dzmitry Bahdanau, Hao Zhu, Shikhar Murty

arxiv:2410.02907 v2 · 2024-10-03 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SJNGWRV2PY74C6LKTALJQLTPK5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

8 papers in Pith

GUI agent: Guided Exploration of User-Sensitive Screens

HANSEL: Extracting Breadcrumbs from Web Agent Trajectories for Interactive Verification

Beyond Binary: Reframing GUI Critique as Continuous Semantic Alignment

Large Language Model-Brained GUI Agents: A Survey

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

Receipt and verification

First computed	2026-07-05T10:09:48.491832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

925a6b46ba7e3fc1796a9816982e6f576048f6e1e0cfdaf9d4bc7011f8dc4719

Aliases

arxiv: 2410.02907 · arxiv_version: 2410.02907v2 · doi: 10.48550/arxiv.2410.02907 · pith_short_12: SJNGWRV2PY74 · pith_short_16: SJNGWRV2PY74C6LK · pith_short_8: SJNGWRV2

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/SJNGWRV2PY74C6LKTALJQLTPK5 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 925a6b46ba7e3fc1796a9816982e6f576048f6e1e0cfdaf9d4bc7011f8dc4719

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a34557a2d9e3f820615e5d84ddda47d0c89d8abe32780dc38c05f14f90de86ac",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-03T18:56:51Z",
    "title_canon_sha256": "10868344ccd9fd3786a086f26293704e76e53ae9a5121858261d4eeba34aa28c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02907",
    "kind": "arxiv",
    "version": 2
  }
}