Pith Number

pith:VAIRWT34

pith:2020:VAIRWT347ZGV25OE55ZQ76VEMR

not attested not anchored not stored refs pending

Optimizing for the Future in Non-Stationary MDPs

Georgios Theocharous, Martha White, Philip S. Thomas, Shiv Shankar, Sridhar Mahadevan, Yash Chandak

arxiv:2005.08158 v4 · 2020-05-17 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VAIRWT347ZGV25OE55ZQ76VEMR}

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

Space-sampled Value Decay: Forgetting Mechanisms for Non-stationary Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:37:10.426034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8111b4f7cfe4d5d75c4ef730ffaa4647fd6aa4a55a77eaea76f9616822e8ee5

Aliases

arxiv: 2005.08158 · arxiv_version: 2005.08158v4 · doi: 10.48550/arxiv.2005.08158 · pith_short_12: VAIRWT347ZGV · pith_short_16: VAIRWT347ZGV25OE · pith_short_8: VAIRWT34

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/VAIRWT347ZGV25OE55ZQ76VEMR \
  | 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: a8111b4f7cfe4d5d75c4ef730ffaa4647fd6aa4a55a77eaea76f9616822e8ee5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0948194d5cdb13543a385ac2e492407f2465bfa82cd8b21f49b6335d1f51caa",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-17T03:41:19Z",
    "title_canon_sha256": "53d2ee26695fdf8822654d8aad2e6143d9c742dd0ca02591f3bf74c879d759fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.08158",
    "kind": "arxiv",
    "version": 4
  }
}