Pith Number

pith:FOBSE6NP

pith:2026:FOBSE6NPZRW3OUDYZRF5Y55NGS

not attested not anchored not stored refs pending

MulFeRL: Enhancing Reinforcement Learning with Verbal Feedback in a Multi-turn Loop

Haitao Li, Qingyao Ai, Xuancheng Li, YiqunLiu, Yujia Zhou

arxiv:2601.22900 v2 · 2026-01-30 · 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{FOBSE6NPZRW3OUDYZRF5Y55NGS}

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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

Different Feedback, Different Updates: Selective Self-Learning from User Interactions for Large Language Models

Receipt and verification

First computed	2026-06-02T01:03:41.588856Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b832279afcc6db75078cc4bdc77ad34b75f6ece0631d2a5a9ee1ea98caccfb1

Aliases

arxiv: 2601.22900 · arxiv_version: 2601.22900v2 · doi: 10.48550/arxiv.2601.22900 · pith_short_12: FOBSE6NPZRW3 · pith_short_16: FOBSE6NPZRW3OUDY · pith_short_8: FOBSE6NP

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/FOBSE6NPZRW3OUDYZRF5Y55NGS \
  | 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: 2b832279afcc6db75078cc4bdc77ad34b75f6ece0631d2a5a9ee1ea98caccfb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae1d0127dc5056920fae5bdf70e79b77e0dec444fbde45ddcfe449c5ec8a9085",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-01-30T12:19:54Z",
    "title_canon_sha256": "2558c79dfdb7b6302e8ab18ffb9eb8d6b5a77ac7610eb8b6eeadb7e517b2aba4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.22900",
    "kind": "arxiv",
    "version": 2
  }
}