Pith Number

pith:WYN2UXNG

pith:2020:WYN2UXNGBCTKYZJQPGCLUHM6XC

not attested not anchored not stored refs pending

Approximate information state for approximate planning and reinforcement learning in partially observed systems

Aditya Mahajan, Amit Sinha, Jayakumar Subramanian, Raihan Seraj

arxiv:2010.08843 v2 · 2020-10-17 · cs.LG · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WYN2UXNGBCTKYZJQPGCLUHM6XC}

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

1 paper in Pith

Learning to Hand Off: Provably Convergent Workflow Learning under Interface Constraints

Receipt and verification

First computed	2026-07-05T03:11:26.286803Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b61baa5da608a6ac65307984ba1d9eb88dbdde50217493c3405e169e3f49fbdc

Aliases

arxiv: 2010.08843 · arxiv_version: 2010.08843v2 · doi: 10.48550/arxiv.2010.08843 · pith_short_12: WYN2UXNGBCTK · pith_short_16: WYN2UXNGBCTKYZJQ · pith_short_8: WYN2UXNG

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/WYN2UXNGBCTKYZJQPGCLUHM6XC \
  | 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: b61baa5da608a6ac65307984ba1d9eb88dbdde50217493c3405e169e3f49fbdc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cf5cf56ae82bc9b9b5f6ab545c32a362b496e45b767eeabaad5a996b3a0f603",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-17T18:30:30Z",
    "title_canon_sha256": "e0fe5c6d2bccc47c5a2c945c9c1e9a1bcc5f2b3979200d73bc320ded94ad5951"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.08843",
    "kind": "arxiv",
    "version": 2
  }
}