Pith Number

pith:CX3TY33U

pith:2025:CX3TY33UTIQBBQCA52NBIBPYNY

not attested not anchored not stored refs pending

Reinforcement Learning with Anticipation: A Hierarchical Approach for Long-Horizon Tasks

Yang Yu

arxiv:2509.05545 v1 · 2025-09-06 · 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{CX3TY33UTIQBBQCA52NBIBPYNY}

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	2026-07-05T12:05:49.681002Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15f73c6f749a2010c040ee9a1405f86e0d718f8ce514ca156f1cf1a18ed7ed80

Aliases

arxiv: 2509.05545 · arxiv_version: 2509.05545v1 · doi: 10.48550/arxiv.2509.05545 · pith_short_12: CX3TY33UTIQB · pith_short_16: CX3TY33UTIQBBQCA · pith_short_8: CX3TY33U

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/CX3TY33UTIQBBQCA52NBIBPYNY \
  | 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: 15f73c6f749a2010c040ee9a1405f86e0d718f8ce514ca156f1cf1a18ed7ed80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32335e55e4dff17b92cb6078761504be81ad20031743de62a57ef4314241c66a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-06T00:10:15Z",
    "title_canon_sha256": "6a085b458548140932b74cba4162622f1b9e9b21781c1e15d3a15c269f663907"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.05545",
    "kind": "arxiv",
    "version": 1
  }
}