Pith Number

pith:FW5BW4ZR

pith:2025:FW5BW4ZRGLNSZSKOHX4GTTC3ZW

not attested not anchored not stored refs pending

Scaling Test-Time Inference with Policy-Optimized, Dynamic Retrieval-Augmented Generation via KV Caching and Decoding

Akash Das, Sakhinana Sagar Srinivas, Shivam Gupta, Venkataramana Runkana

arxiv:2504.01281 v3 · 2025-04-02 · cs.LG · cs.AI · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FW5BW4ZRGLNSZSKOHX4GTTC3ZW}

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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

Interaction as Intelligence: Deep Research With Human-AI Partnership

Receipt and verification

First computed	2026-07-05T11:05:42.811518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2dba1b733132db2cc94e3df869cc5bcda99eec09a05e61c34337e11d5656a16e

Aliases

arxiv: 2504.01281 · arxiv_version: 2504.01281v3 · doi: 10.48550/arxiv.2504.01281 · pith_short_12: FW5BW4ZRGLNS · pith_short_16: FW5BW4ZRGLNSZSKO · pith_short_8: FW5BW4ZR

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/FW5BW4ZRGLNSZSKOHX4GTTC3ZW \
  | 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: 2dba1b733132db2cc94e3df869cc5bcda99eec09a05e61c34337e11d5656a16e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f48c1169fe9a6df5c84343f6dccb8744479ac2eff90678e3aeff808c8b676177",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-02T01:16:10Z",
    "title_canon_sha256": "ab5b40f9810910c40aadef04d9a23be81f31dbfe2c81bc44f4450a77be8315fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.01281",
    "kind": "arxiv",
    "version": 3
  }
}