Pith Number

pith:XCREXTIN

pith:2026:XCREXTINU7NRX6EWYAFPYHDPW4

not attested not anchored not stored refs pending

HERO: Hindsight-Enhanced Reflection from Environment Observations for Agentic Self-Distillation

Bohan Lyu, Haoran Liu, Jingbo Shang, Xiyao Li, Yuwei Zhang

arxiv:2606.11559 v1 · 2026-06-10 · 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{XCREXTINU7NRX6EWYAFPYHDPW4}

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.

Receipt and verification

First computed	2026-06-11T01:09:56.071616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8a24bcd0da7db1bf896c00afc1c6fb7279d0344edc8fd9c4a59397671f8f221

Aliases

arxiv: 2606.11559 · arxiv_version: 2606.11559v1 · doi: 10.48550/arxiv.2606.11559 · pith_short_12: XCREXTINU7NR · pith_short_16: XCREXTINU7NRX6EW · pith_short_8: XCREXTIN

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/XCREXTINU7NRX6EWYAFPYHDPW4 \
  | 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: b8a24bcd0da7db1bf896c00afc1c6fb7279d0344edc8fd9c4a59397671f8f221

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "faa25554030dbeca96e27e479b73f5806c2645abf5f3b5a01dba8e50912ef04f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-10T01:35:34Z",
    "title_canon_sha256": "1b1da3aa1a74318fe479116ac1b2592d148268fbc3c71c19b478f9341bafe211"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.11559",
    "kind": "arxiv",
    "version": 1
  }
}