Pith Number

pith:PVGXZ3CL

pith:2025:PVGXZ3CLNIK3PUGF7YNRONQEZB

not attested not anchored not stored refs pending

TalkToAgent: A Human-centric Explanation of Reinforcement Learning Agents with Large Language Models

Can Li, Haechang Kim, Hao Chen, Jong Min Lee

arxiv:2509.04809 v2 · 2025-09-05 · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PVGXZ3CLNIK3PUGF7YNRONQEZB}

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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

1 paper in Pith

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing

Receipt and verification

First computed	2026-07-05T12:06:20.688224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d4d7cec4b6a15b7d0c5fe1b173604c86dfeb72f7e477011fad2ea9bbf91d820

Aliases

arxiv: 2509.04809 · arxiv_version: 2509.04809v2 · doi: 10.48550/arxiv.2509.04809 · pith_short_12: PVGXZ3CLNIK3 · pith_short_16: PVGXZ3CLNIK3PUGF · pith_short_8: PVGXZ3CL

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/PVGXZ3CLNIK3PUGF7YNRONQEZB \
  | 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: 7d4d7cec4b6a15b7d0c5fe1b173604c86dfeb72f7e477011fad2ea9bbf91d820

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8096067fb9061929fdb867f9dfcaa2dcce430f2c8395288c3226debd92a5adc",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-05T05:09:09Z",
    "title_canon_sha256": "751300e67a276560dc693236de9f5c9cd9fd279b1911f12550f0ec14ab0505a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.04809",
    "kind": "arxiv",
    "version": 2
  }
}