Pith Number

pith:ROCWD4BO

pith:2021:ROCWD4BOC6HAM6T3EUVZVY2DWW

not attested not anchored not stored refs pending

Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning

Marc G. Bellemare, Marlos C. Machado, Pablo Samuel Castro, Rishabh Agarwal

arxiv:2101.05265 v2 · 2021-01-13 · 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{ROCWD4BOC6HAM6T3EUVZVY2DWW}

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

2 papers in Pith

Task-Aware Virtual Training: Enhancing Generalization in Meta-Reinforcement Learning for Out-of-Distribution Tasks

Preemptive Solving of Future Problems: Multitask Preplay in Humans and Machines

Receipt and verification

First computed	2026-07-05T02:24:13.306449Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b8561f02e178e067a7b252b9ae343b5a906f3e0772290e601796bb2047d4aa0

Aliases

arxiv: 2101.05265 · arxiv_version: 2101.05265v2 · doi: 10.48550/arxiv.2101.05265 · pith_short_12: ROCWD4BOC6HA · pith_short_16: ROCWD4BOC6HAM6T3 · pith_short_8: ROCWD4BO

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/ROCWD4BOC6HAM6T3EUVZVY2DWW \
  | 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: 8b8561f02e178e067a7b252b9ae343b5a906f3e0772290e601796bb2047d4aa0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7cf69e405dfec471d8399e8bd77019b66278fa5d1a3a1996c83dea4879bdcd6",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-13T18:55:43Z",
    "title_canon_sha256": "b89c435b3e450e15ac22e203e8ad53649ce404e018d09ebd7288d6f89926399f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.05265",
    "kind": "arxiv",
    "version": 2
  }
}