Pith Number

pith:42MA7PXW

pith:2021:42MA7PXW2FCZXO43BCPGG6KQ3M

not attested not anchored not stored refs pending

Acting in Delayed Environments with Non-Stationary Markov Policies

Esther Derman, Gal Dalal, Shie Mannor

arxiv:2101.11992 v4 · 2021-01-28 · 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{42MA7PXW2FCZXO43BCPGG6KQ3M}

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

4 papers in Pith

Finding the Time to Think: Learning Planning Budgets in Real-Time RL

Model-Based Reinforcement Learning under Random Observation Delays

Delayed homomorphic reinforcement learning for environments with delayed feedback

Receipt and verification

First computed	2026-07-05T07:23:21.289438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6980fbef6d1459bbb9b089e637950db2c6122b6da0b743353d57171599167a3

Aliases

arxiv: 2101.11992 · arxiv_version: 2101.11992v4 · doi: 10.48550/arxiv.2101.11992 · pith_short_12: 42MA7PXW2FCZ · pith_short_16: 42MA7PXW2FCZXO43 · pith_short_8: 42MA7PXW

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/42MA7PXW2FCZXO43BCPGG6KQ3M \
  | 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: e6980fbef6d1459bbb9b089e637950db2c6122b6da0b743353d57171599167a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "456510909619327fd8ad7cec63ebb46754bb295ef80d7a8b8d691cdbc654eda1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-28T13:35:37Z",
    "title_canon_sha256": "babf7c560990b33c8b3306766af160e47d177481fdbd17edd75f8aeebb2354fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.11992",
    "kind": "arxiv",
    "version": 4
  }
}