Pith Number

pith:QGIHLUWB

pith:2026:QGIHLUWBRBTQKUULKYUPLXMHGP

not attested not anchored not stored refs pending

Don't Fool Me Twice: Adapting to Adversity in the Wild with Experience-Driven Reasoning

Andrew Jong, Bijo Sebastian, John Liu, Krrish Jain, Navin Sriram Ravie, Omar Alama, Sebastian Scherer

arxiv:2605.31119 v1 · 2026-05-29 · cs.RO · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QGIHLUWBRBTQKUULKYUPLXMHGP}

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	2026-06-01T01:03:59.083063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

819075d2c1886705528b5628f5dd8733d8752c9bd35d36ad60987aff9003d96d

Aliases

arxiv: 2605.31119 · arxiv_version: 2605.31119v1 · doi: 10.48550/arxiv.2605.31119 · pith_short_12: QGIHLUWBRBTQ · pith_short_16: QGIHLUWBRBTQKUUL · pith_short_8: QGIHLUWB

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/QGIHLUWBRBTQKUULKYUPLXMHGP \
  | 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: 819075d2c1886705528b5628f5dd8733d8752c9bd35d36ad60987aff9003d96d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f022bb8bfa13180e20888e15c567af1e9cbbc17c382df3c7429ad98c137348b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2026-05-29T10:30:02Z",
    "title_canon_sha256": "92457f77f2975fa2aa38bea0793b2044f636a7d767e71c1a6f71b99a31097ae1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31119",
    "kind": "arxiv",
    "version": 1
  }
}