Pith Number

pith:3LLEX55C

pith:2024:3LLEX55CXQLVWLWWUG7HWVQ3DR

not attested not anchored not stored refs pending

Generalized Back-Stepping Experience Replay in Sparse-Reward Environments

Guwen Lyu, Masahiro Sato

arxiv:2412.15525 v1 · 2024-12-20 · cs.LG · 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{3LLEX55CXQLVWLWWUG7HWVQ3DR}

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	2026-07-05T09:52:24.635408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dad64bf7a2bc175b2ed6a1be7b561b1c6dca2a742b40de879aee5e1bd223b5a1

Aliases

arxiv: 2412.15525 · arxiv_version: 2412.15525v1 · doi: 10.48550/arxiv.2412.15525 · pith_short_12: 3LLEX55CXQLV · pith_short_16: 3LLEX55CXQLVWLWW · pith_short_8: 3LLEX55C

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/3LLEX55CXQLVWLWWUG7HWVQ3DR \
  | 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: dad64bf7a2bc175b2ed6a1be7b561b1c6dca2a742b40de879aee5e1bd223b5a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8bf4be17ec48214d28e79db32c09b7ee821dd4822087b18bcdee612968a13e3a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T03:31:23Z",
    "title_canon_sha256": "e1285f6e38d6761ad49e75901514af8d97d8f2e1147aecf959c9fe37626ed8c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15525",
    "kind": "arxiv",
    "version": 1
  }
}