Pith Number

pith:RFME6KYU

pith:2019:RFME6KYUGJXUIHAPCA6OKULXI7

not attested not anchored not stored refs pending

Reinforcement Learning Upside Down: Don't Predict Rewards -- Just Map Them to Actions

Juergen Schmidhuber

arxiv:1912.02875 v2 · 2019-12-05 · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RFME6KYUGJXUIHAPCA6OKULXI7}

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

7 papers in Pith

FlowR2A: Learning Reward-to-Action Distribution for Multimodal Driving Planning

Freeform Preference Learning for Robotic Manipulation

Self-Predictive Representations for Combinatorial Generalization in Behavioral Cloning

Is Conditional Generative Modeling all you need for Decision-Making?

$\pi^{*}_{0.6}$: a VLA That Learns From Experience

Receipt and verification

First computed	2026-07-05T01:12:29.756400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89584f2b14326f441c0f103ce5517747f7ac002eeb7364e7182a3ff8a3f9fe38

Aliases

arxiv: 1912.02875 · arxiv_version: 1912.02875v2 · doi: 10.48550/arxiv.1912.02875 · pith_short_12: RFME6KYUGJXU · pith_short_16: RFME6KYUGJXUIHAP · pith_short_8: RFME6KYU

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/RFME6KYUGJXUIHAPCA6OKULXI7 \
  | 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: 89584f2b14326f441c0f103ce5517747f7ac002eeb7364e7182a3ff8a3f9fe38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "82b3905583ec42d98e915d113a3ec763d970e104fdaca11ad2f8f6dfb655fd6a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-12-05T21:10:08Z",
    "title_canon_sha256": "ef0265bf1724762dec779753e2c9ef82b51dcc8975f1a3ddd69ac5b6d8fc6f8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02875",
    "kind": "arxiv",
    "version": 2
  }
}