Pith Number

pith:EDSDDNC5

pith:2025:EDSDDNC5XDA2MRS7FO4HOLCLDN

not attested not anchored not stored refs pending

InSTA: Towards Internet-Scale Training For Agents

Brandon Trabucco, Gunnar Sigurdsson, Robinson Piramuthu, Ruslan Salakhutdinov

arxiv:2502.06776 v2 · 2025-02-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EDSDDNC5XDA2MRS7FO4HOLCLDN}

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

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning

ProCUA-SFT Technical Report

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

OpenWebRL: Demystifying Online Multi-turn Reinforcement Learning for Visual Web Agents

DynaWeb: Model-Based Reinforcement Learning of Web Agents

Receipt and verification

First computed	2026-07-05T11:07:20.249293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20e431b45db8c1a6465f2bb8772c4b1b7b08e786785e81eff46c698cea19d14f

Aliases

arxiv: 2502.06776 · arxiv_version: 2502.06776v2 · doi: 10.48550/arxiv.2502.06776 · pith_short_12: EDSDDNC5XDA2 · pith_short_16: EDSDDNC5XDA2MRS7 · pith_short_8: EDSDDNC5

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/EDSDDNC5XDA2MRS7FO4HOLCLDN \
  | 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: 20e431b45db8c1a6465f2bb8772c4b1b7b08e786785e81eff46c698cea19d14f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9d1733c5e0e43604cb8b318d416521eaf147a6359592453adff64aa61c2f2db",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T18:54:05Z",
    "title_canon_sha256": "924396e19f7db63a085677ce7e9a1ced988b2c6bf4356b85ed5a39f0b0014556"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06776",
    "kind": "arxiv",
    "version": 2
  }
}