Pith Number

pith:FDVJGFOH

pith:2022:FDVJGFOH6YWZL6O7XUCFQ2IOKX

not attested not anchored not stored refs pending

Toward Causal-Aware RL: State-Wise Action-Refined Temporal Difference

Hao Sun, Taiyi Wang

arxiv:2201.00354 v2 · 2022-01-02 · 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{FDVJGFOH6YWZL6O7XUCFQ2IOKX}

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	2026-07-05T05:11:36.296040Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28ea9315c7f62d95f9dfbd0458690e55e544bc854d35e54196e6c5de5020111b

Aliases

arxiv: 2201.00354 · arxiv_version: 2201.00354v2 · doi: 10.48550/arxiv.2201.00354 · pith_short_12: FDVJGFOH6YWZ · pith_short_16: FDVJGFOH6YWZL6O7 · pith_short_8: FDVJGFOH

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/FDVJGFOH6YWZL6O7XUCFQ2IOKX \
  | 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: 28ea9315c7f62d95f9dfbd0458690e55e544bc854d35e54196e6c5de5020111b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fb2e1adcedcad38d0263a1cd68f522879e3ada6d7320f657c4434ef27bec863",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-02T13:09:40Z",
    "title_canon_sha256": "b7ef82c97e58c8000f6878da03adcb98dda687632e35db87e98eab93ccc67e9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.00354",
    "kind": "arxiv",
    "version": 2
  }
}