Pith Number

pith:2TNGWZDP

pith:2020:2TNGWZDP5OSFUJQGXVUGZGEUSG

not attested not anchored not stored refs pending

Generalization to New Actions in Reinforcement Learning

Andrew Szot, Ayush Jain, Joseph J. Lim

arxiv:2011.01928 v1 · 2020-11-03 · cs.LG · cs.AI · cs.RO · 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{2TNGWZDP5OSFUJQGXVUGZGEUSG}

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

LLM Bandit: Cost-Efficient LLM Generation via Preference-Conditioned Dynamic Routing

Receipt and verification

First computed	2026-07-05T01:48:58.820865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4da6b646feba45a2606bd686c989491bc4ed088beaa9e6de4f41d1f02daf415

Aliases

arxiv: 2011.01928 · arxiv_version: 2011.01928v1 · doi: 10.48550/arxiv.2011.01928 · pith_short_12: 2TNGWZDP5OSF · pith_short_16: 2TNGWZDP5OSFUJQG · pith_short_8: 2TNGWZDP

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/2TNGWZDP5OSFUJQGXVUGZGEUSG \
  | 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: d4da6b646feba45a2606bd686c989491bc4ed088beaa9e6de4f41d1f02daf415

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d8b67363a6a4b04844e88a877e477f48f443596ad8eb233beceae9e4eb26080",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-03T18:58:39Z",
    "title_canon_sha256": "033cafbaa7124baa41ac32cda68dade4b218e87de1c8b2ada1a2a05777e5b836"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.01928",
    "kind": "arxiv",
    "version": 1
  }
}