Pith Number

pith:XZEC4VZA

pith:2025:XZEC4VZA2B74WLPEDUXQSGER7U

not attested not anchored not stored refs pending

Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training

Jiecao Chen, Junjie Ye, Siyu Yuan, Zehui Chen, Zhengyin Du, Zhiheng Xi

arxiv:2501.11425 v3 · 2025-01-20 · 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{XZEC4VZA2B74WLPEDUXQSGER7U}

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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

10 papers in Pith

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning

Making Failure Safe: A Constrained, Verifiable Agent Framework for Open-Web Data Collection

COMAP: Co-Evolving World Models and Agent Policies for LLM Agents

SEAL: Synergistic Co-Evolution of Agents and Learning Environments

Position: Agent Should Invoke External Tools ONLY When Epistemically Necessary

Receipt and verification

First computed	2026-07-05T10:37:43.052070Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be482e5720d07fcb2de41d2f091891fd2738851688e0a24d4e36ffb0c8545c06

Aliases

arxiv: 2501.11425 · arxiv_version: 2501.11425v3 · doi: 10.48550/arxiv.2501.11425 · pith_short_12: XZEC4VZA2B74 · pith_short_16: XZEC4VZA2B74WLPE · pith_short_8: XZEC4VZA

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/XZEC4VZA2B74WLPEDUXQSGER7U \
  | 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: be482e5720d07fcb2de41d2f091891fd2738851688e0a24d4e36ffb0c8545c06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb26b0dff099292a23acc24014dcbe48910a591b4909dad189a51f83dac619f8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-20T11:46:04Z",
    "title_canon_sha256": "c9af14af427a15ed0696a16d26a1ec449eb91a4f3844465de1a7551a7ab1c5eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11425",
    "kind": "arxiv",
    "version": 3
  }
}