Pith Number

pith:KHO2F2A5

pith:2026:KHO2F2A5HQFWWUYTVJWK6AIENF

not attested not anchored not stored refs pending

Evidence-Decision-Feedback: Theory-Driven Adaptive Scaffolding for LLM Agents

Angela Eeds, Clayton Cohn, Gautam Biswas, Hanchen David Wang, Meiyi Ma, Menton Deweese, Naveeduddin Mohammed, Pamela J. Osborn Popp, Rebekah Stanton, Shakeera Walker, Shruti Jain, Siyuan Guo, Surya Rayala, Umesh Timalsina

arxiv:2602.01415 v5 · 2026-02-01 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KHO2F2A5HQFWWUYTVJWK6AIENF}

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

BEAGLE: Behavior-Enforced Agent for Grounded Learner Emulation

Receipt and verification

First computed	2026-07-14T01:19:58.450101Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51dda2e81d3c0b6b5313aa6caf01046971005b4a2123138f110990b9fe68117c

Aliases

arxiv: 2602.01415 · arxiv_version: 2602.01415v5 · doi: 10.48550/arxiv.2602.01415 · pith_short_12: KHO2F2A5HQFW · pith_short_16: KHO2F2A5HQFWWUYT · pith_short_8: KHO2F2A5

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/KHO2F2A5HQFWWUYTVJWK6AIENF \
  | 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: 51dda2e81d3c0b6b5313aa6caf01046971005b4a2123138f110990b9fe68117c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b83c50ad1fe04f1a2b3179d2c8f46ed2d0456d271e7d9e9e8f9820e128698975",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-02-01T19:43:00Z",
    "title_canon_sha256": "1a9d5e01d8079f7bc415eab74ed6039852ef9e0e2f66186854da56269c576834"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.01415",
    "kind": "arxiv",
    "version": 5
  }
}