Pith Number

pith:JOVSB52A

pith:2016:JOVSB52AP72GEYUMVJCHCZYUD4

not attested not anchored not stored refs pending

Separation of Concerns in Reinforcement Learning

Harm van Seijen, Joshua Romoff, Mehdi Fatemi, Romain Laroche

arxiv:1612.05159 v2 · 2016-12-15 · 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{JOVSB52AP72GEYUMVJCHCZYUD4}

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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

On mechanisms for transfer using landmark value functions in multi-task lifelong reinforcement learning

Receipt and verification

First computed	2026-05-18T00:47:42.295819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bab20f7407ff462628caa447167141f144b49ae921dd58fb4f77cc35e6e781c

Aliases

arxiv: 1612.05159 · arxiv_version: 1612.05159v2 · doi: 10.48550/arxiv.1612.05159 · pith_short_12: JOVSB52AP72G · pith_short_16: JOVSB52AP72GEYUM · pith_short_8: JOVSB52A

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/JOVSB52AP72GEYUMVJCHCZYUD4 \
  | 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: 4bab20f7407ff462628caa447167141f144b49ae921dd58fb4f77cc35e6e781c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f7775a201b705d5bc8d36ffb7766ca36f84a827eda6a0acae1e7f8d01d263c8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-12-15T17:41:41Z",
    "title_canon_sha256": "193094977f20adf65da886df3839ca4b779f7e1b76b9306501635937c7c6e8db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1612.05159",
    "kind": "arxiv",
    "version": 2
  }
}