{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:HE5WRDYDD36KIX3NDKWXSDOYIX","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":"f717a26537aecb083a298dba0779d8c39aa1034d026220b5b4e0a779bf6db32b","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-21T03:11:49Z","title_canon_sha256":"d75f32015c6080aef8078732e5ef97e9f80683fd2d1ab26136fa81d08734053c"},"schema_version":"1.0","source":{"id":"1711.07613","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1711.07613","created_at":"2026-05-18T00:29:56Z"},{"alias_kind":"arxiv_version","alias_value":"1711.07613v1","created_at":"2026-05-18T00:29:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.07613","created_at":"2026-05-18T00:29:56Z"},{"alias_kind":"pith_short_12","alias_value":"HE5WRDYDD36K","created_at":"2026-05-18T12:31:18Z"},{"alias_kind":"pith_short_16","alias_value":"HE5WRDYDD36KIX3N","created_at":"2026-05-18T12:31:18Z"},{"alias_kind":"pith_short_8","alias_value":"HE5WRDYD","created_at":"2026-05-18T12:31:18Z"}],"graph_snapshots":[{"event_id":"sha256:d88803646d2b99cbb44402edb6522b36be67dc2c4c874b486903fa46cb8de4c9","target":"graph","created_at":"2026-05-18T00:29:56Z","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":"The Visual Dialogue task requires an agent to engage in a conversation about an image with a human. It represents an extension of the Visual Question Answering task in that the agent needs to answer a question about an image, but it needs to do so in light of the previous dialogue that has taken place. The key challenge in Visual Dialogue is thus maintaining a consistent, and natural dialogue while continuing to answer questions correctly. We present a novel approach that combines Reinforcement Learning and Generative Adversarial Networks (GANs) to generate more human-like responses to questio","authors_text":"Anton van den Hengel, Chunhua Shen, Ian Reid, Peng Wang, Qi Wu","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-21T03:11:49Z","title":"Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.07613","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:e2212e111f48d01ca6ac70d106f9ddb9dd499c98fd029aa4455f7200e24a059a","target":"record","created_at":"2026-05-18T00:29:56Z","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":"f717a26537aecb083a298dba0779d8c39aa1034d026220b5b4e0a779bf6db32b","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-21T03:11:49Z","title_canon_sha256":"d75f32015c6080aef8078732e5ef97e9f80683fd2d1ab26136fa81d08734053c"},"schema_version":"1.0","source":{"id":"1711.07613","kind":"arxiv","version":1}},"canonical_sha256":"393b688f031efca45f6d1aad790dd845ef4a2a18fabe55f1b136a40fbdb42884","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"393b688f031efca45f6d1aad790dd845ef4a2a18fabe55f1b136a40fbdb42884","first_computed_at":"2026-05-18T00:29:56.845829Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:29:56.845829Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"N4yRUE0ZaLHLTWR93gZFgp0VODqN/KGV9BKseDVoSlX2ax9gxPWit5zatsPrwWouHc5R0rVZcri8TGdiJCUGAA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:29:56.846241Z","signed_message":"canonical_sha256_bytes"},"source_id":"1711.07613","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e2212e111f48d01ca6ac70d106f9ddb9dd499c98fd029aa4455f7200e24a059a","sha256:d88803646d2b99cbb44402edb6522b36be67dc2c4c874b486903fa46cb8de4c9"],"state_sha256":"c5187a748063c2cf1219202d32827fd6d9fe6fbb3545a368530056c78eb9c22d"}