Pith Number

pith:DPRVM74N

pith:2020:DPRVM74NWXIISL4EZMY3KUMEVE

not attested not anchored not stored refs pending

Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning

Adish Singla, Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiaojin Zhu

arxiv:2003.12909 v2 · 2020-03-28 · cs.LG · cs.AI · cs.CR · 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{DPRVM74NWXIISL4EZMY3KUMEVE}

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

The Game Changer Problem: Controlling Equilibria with Discrete Rewards

Receipt and verification

First computed	2026-07-05T01:28:19.509956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1be3567f8db5d0892f84cb31b55184a93ea54b3912d130b03cc7841c651b8bec

Aliases

arxiv: 2003.12909 · arxiv_version: 2003.12909v2 · doi: 10.48550/arxiv.2003.12909 · pith_short_12: DPRVM74NWXII · pith_short_16: DPRVM74NWXIISL4E · pith_short_8: DPRVM74N

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/DPRVM74NWXIISL4EZMY3KUMEVE \
  | 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: 1be3567f8db5d0892f84cb31b55184a93ea54b3912d130b03cc7841c651b8bec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e672970894382258d7fa936991599e6b3a968738a45ff413a258cb54d1f087f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-28T23:22:28Z",
    "title_canon_sha256": "9a19f7822c6817fe6483f6e47f6cb39f579fad5262cfeb94a1d3f7cb0713fd29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.12909",
    "kind": "arxiv",
    "version": 2
  }
}