Pith Number

pith:2UTIPOCH

pith:2020:2UTIPOCHLKVRTNX65JYS6AIF35

not attested not anchored not stored refs pending

Maximum Reward Formulation In Reinforcement Learning

Ahmed Touati, Matthew E. Taylor, Raviteja Chunduru, Rohan Nuttall, Sahir, Sai Krishna Gottipati, Sarath Chandar, Sriram Ganapathi Subramanian, Yashaswi Pathak

arxiv:2010.03744 v2 · 2020-10-08 · cs.LG · cs.AI · 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{2UTIPOCHLKVRTNX65JYS6AIF35}

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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

When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T07:25:35.698325Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d52687b8475aab19b6feea712f0105df56e9236588b8cf71005a46a7ab2ba1f5

Aliases

arxiv: 2010.03744 · arxiv_version: 2010.03744v2 · doi: 10.48550/arxiv.2010.03744 · pith_short_12: 2UTIPOCHLKVR · pith_short_16: 2UTIPOCHLKVRTNX6 · pith_short_8: 2UTIPOCH

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/2UTIPOCHLKVRTNX65JYS6AIF35 \
  | 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: d52687b8475aab19b6feea712f0105df56e9236588b8cf71005a46a7ab2ba1f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5bfb1760ee3ec0cf3d534f54e12ac4716c994913eb9f0359818641fe711f4c3",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-08T03:07:31Z",
    "title_canon_sha256": "a07db5f75dcf72919048bd7baae63afb697ef2165abc138074b042ed8277d707"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.03744",
    "kind": "arxiv",
    "version": 2
  }
}