Pith Number

pith:MSLLOVC5

pith:2021:MSLLOVC5IHWEG3DVZASUK4KXEI

not attested not anchored not stored refs pending

An Information-Theoretic Perspective on Credit Assignment in Reinforcement Learning

Dilip Arumugam, Peter Henderson, Pierre-Luc Bacon

arxiv:2103.06224 v1 · 2021-03-10 · cs.LG · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MSLLOVC5IHWEG3DVZASUK4KXEI}

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.

Cited by

3 papers in Pith

Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding

Receipt and verification

First computed	2026-07-05T02:22:03.016049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6496b7545d41ec436c75c8254571572239f76b387bb4a8b001146df0a05c6c6c

Aliases

arxiv: 2103.06224 · arxiv_version: 2103.06224v1 · doi: 10.48550/arxiv.2103.06224 · pith_short_12: MSLLOVC5IHWE · pith_short_16: MSLLOVC5IHWEG3DV · pith_short_8: MSLLOVC5

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/MSLLOVC5IHWEG3DVZASUK4KXEI \
  | 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: 6496b7545d41ec436c75c8254571572239f76b387bb4a8b001146df0a05c6c6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46717df1b15bd990cbdc040cfa28809dba8c41ef73b197408deea1b17660325c",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-10T17:50:15Z",
    "title_canon_sha256": "144e85ede281aa294714a4ca243ead2336fbcbb170230aa259cfa340a77d4d9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.06224",
    "kind": "arxiv",
    "version": 1
  }
}