Pith Number

pith:6DTJ5J2H

pith:2026:6DTJ5J2HBDNE6F2P636R5N36AJ

not attested not anchored not stored refs pending

Multi-agent imitation learning with function approximation: Linear Markov games and beyond

Emanuele Nevali, Giorgia Ramponi, Luca Viano, Matthieu Geist, Till Freihaut, Volkan Cevher

arxiv:2602.22810 v2 · 2026-02-26 · 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{6DTJ5J2HBDNE6F2P636R5N36AJ}

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

Split the Differences, Pool the Rest: Provably Efficient Multi-Objective Imitation

Receipt and verification

First computed	2026-06-24T01:14:26.569930Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0e69ea74708da4f174ff6fd1eb77e0254127722731d366ed2a99a698b7b945e

Aliases

arxiv: 2602.22810 · arxiv_version: 2602.22810v2 · doi: 10.48550/arxiv.2602.22810 · pith_short_12: 6DTJ5J2HBDNE · pith_short_16: 6DTJ5J2HBDNE6F2P · pith_short_8: 6DTJ5J2H

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/6DTJ5J2HBDNE6F2P636R5N36AJ \
  | 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: f0e69ea74708da4f174ff6fd1eb77e0254127722731d366ed2a99a698b7b945e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12929d5661c72427b7ab071680ba66b7cb28a98f671af455234dc981915d62de",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-26T09:50:15Z",
    "title_canon_sha256": "892b6390987311f6e9e48b88e1f7a9677b8ba538f3eb1ff4c8bb77f5dc3c8fab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.22810",
    "kind": "arxiv",
    "version": 2
  }
}