Pith Number

pith:TRPBHHDG

pith:2022:TRPBHHDGILRSSZGP4K2JUF66G5

not attested not anchored not stored refs pending

Learning from Symmetry: Meta-Reinforcement Learning with Symmetrical Behaviors and Language Instructions

Alois Knoll, Genghang Zhuang, Hongkuan Zhou, Kai Huang, Kejia Chen, Xiangtong Yao, Zhenshan Bing

arxiv:2209.10656 v2 · 2022-09-21 · 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{TRPBHHDGILRSSZGP4K2JUF66G5}

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	2026-07-05T06:27:42.353620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c5e139c6642e32964cfe2b49a17de37454a5ad73ea1e173d2275c8a498f38fa

Aliases

arxiv: 2209.10656 · arxiv_version: 2209.10656v2 · doi: 10.48550/arxiv.2209.10656 · pith_short_12: TRPBHHDGILRS · pith_short_16: TRPBHHDGILRSSZGP · pith_short_8: TRPBHHDG

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/TRPBHHDGILRSSZGP4K2JUF66G5 \
  | 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: 9c5e139c6642e32964cfe2b49a17de37454a5ad73ea1e173d2275c8a498f38fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2dfeb7d4106a215bb1581068baa3491fa1a35657ef483c9a3e46252fad80a76",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-09-21T20:54:21Z",
    "title_canon_sha256": "eabbdcb8356f5441c4fbfe40c6f1e64afb5031c04ffc0732747cd07cb9efb839"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.10656",
    "kind": "arxiv",
    "version": 2
  }
}