{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:PVXG4O4DAIXKV545LOMWOCPTS3","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"c694735a8d3d7ee5ecf0350c0ebcaad42a207a07771931bfef8e1e524d0cf1f0","cross_cats_sorted":["cs.GT","cs.IT","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-01-17T09:05:30Z","title_canon_sha256":"9e3e5c05f51cf9590d6654deb08e4c7b929c1d62cc7eccd4333ff24745f1c1f3"},"schema_version":"1.0","source":{"id":"1701.04577","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1701.04577","created_at":"2026-05-18T00:52:43Z"},{"alias_kind":"arxiv_version","alias_value":"1701.04577v1","created_at":"2026-05-18T00:52:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1701.04577","created_at":"2026-05-18T00:52:43Z"},{"alias_kind":"pith_short_12","alias_value":"PVXG4O4DAIXK","created_at":"2026-05-18T12:31:37Z"},{"alias_kind":"pith_short_16","alias_value":"PVXG4O4DAIXKV545","created_at":"2026-05-18T12:31:37Z"},{"alias_kind":"pith_short_8","alias_value":"PVXG4O4D","created_at":"2026-05-18T12:31:37Z"}],"graph_snapshots":[{"event_id":"sha256:569a1b120ed2d9dd760d425332a5fcc5ed8ff638648bf213a4ab68fe1ebf7629","target":"graph","created_at":"2026-05-18T00:52:43Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"paper":{"abstract_excerpt":"We present a novel solution for Channel Assignment Problem (CAP) in Device-to-Device (D2D) wireless networks that takes into account the throughput estimation noise. CAP is known to be NP-hard in the literature and there is no practical optimal learning algorithm that takes into account the estimation noise. In this paper, we first formulate the CAP as a stochastic optimization problem to maximize the expected sum data rate. To capture the estimation noise, CAP is modeled as a noisy potential game, a novel notion we introduce in this paper. Then, we propose a distributed Binary Log-linear Lear","authors_text":"Marceau Coupechoux, Mohd. Shabbir Ali, Pierre Coucheney","cross_cats":["cs.GT","cs.IT","math.IT"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-01-17T09:05:30Z","title":"Optimal Distributed Channel Assignment in D2D Networks Using Learning in Noisy Potential Games"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1701.04577","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:12e5fe58acaed593d7319c6a48629eb165cea3ee744e9446148630e0e36b79a0","target":"record","created_at":"2026-05-18T00:52:43Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"c694735a8d3d7ee5ecf0350c0ebcaad42a207a07771931bfef8e1e524d0cf1f0","cross_cats_sorted":["cs.GT","cs.IT","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-01-17T09:05:30Z","title_canon_sha256":"9e3e5c05f51cf9590d6654deb08e4c7b929c1d62cc7eccd4333ff24745f1c1f3"},"schema_version":"1.0","source":{"id":"1701.04577","kind":"arxiv","version":1}},"canonical_sha256":"7d6e6e3b83022eaaf79d5b996709f396fa9d50cbd14e68ff81ef433d642e5d0a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7d6e6e3b83022eaaf79d5b996709f396fa9d50cbd14e68ff81ef433d642e5d0a","first_computed_at":"2026-05-18T00:52:43.219377Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:52:43.219377Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wbb90G04wKvcCS+GJ9bkr/LL7Y+7aA64ZkkqcxYZErg9k49sEAkUNrqUPR/jT+jZUVpeYOfUHGFI3qDKMo7GAQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:52:43.220501Z","signed_message":"canonical_sha256_bytes"},"source_id":"1701.04577","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:12e5fe58acaed593d7319c6a48629eb165cea3ee744e9446148630e0e36b79a0","sha256:569a1b120ed2d9dd760d425332a5fcc5ed8ff638648bf213a4ab68fe1ebf7629"],"state_sha256":"2a58e4fee5dcbca716b9df3e711af0d7c23e633325e050e722d95b1a26929a94"}